Introduction

This is a Project done with R markdown (Rstudio) to unserstand the covid 19 data for various countries .I am mainly focusing with my native and residing country (i.e, India and Uae).Here I am using latest covid 19 data from WHO by using Special R library named covid19.analytics.

library(covid19.analytics)

Data Extraction using method specified by the libraray

covid_data <- covid19.data(case = 'aggregated')
## Data being read from JHU/CCSE repository
## ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
## Reading data from https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_daily_reports/07-29-2022.csv
## ================================================================================
## A problem was detected when trying to retrieve the data for the package: https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_daily_reports/07-29-2022.csv
## The URL or file was not found! Please contact the developer about this!
## simpleWarning in file(file, "rt"): cannot open URL 'https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_daily_reports/07-29-2022.csv': HTTP status was '404 Not Found'
## ================================================================================
## We will load the preserved data instead, please notice that this data is not the latest one but instead an 'image' from previous records.
## Data being read from *local* repo in the 'covid19.analytics' package
## ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
## Reading data from C:/Users/sruth/AppData/Local/R/win-library/4.2/covid19.analytics/extdata/latest.RDS
confirmed_case <- covid19.data(case='ts-confirmed')
## Data being read from JHU/CCSE repository
## ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
## Reading data from https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv
## Data retrieved on 2022-07-30 00:18:24 || Range of dates on data: 2020-01-22--2022-07-28 | Nbr of records: 285
## --------------------------------------------------------------------------------
total_cases <- covid19.data(case='ts-ALL')
## Data being read from JHU/CCSE repository
## ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
## Reading data from https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv
## Data retrieved on 2022-07-30 00:18:25 || Range of dates on data: 2020-01-22--2022-07-28 | Nbr of records: 285
## --------------------------------------------------------------------------------
## Data being read from JHU/CCSE repository
## ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
## Reading data from https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv
## Data retrieved on 2022-07-30 00:18:26 || Range of dates on data: 2020-01-22--2022-07-28 | Nbr of records: 285
## --------------------------------------------------------------------------------
## Data being read from JHU/CCSE repository
## ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
## Reading data from https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_recovered_global.csv
## Data retrieved on 2022-07-30 00:18:28 || Range of dates on data: 2020-01-22--2022-07-28 | Nbr of records: 270
## --------------------------------------------------------------------------------

Summary of cases with countries

report.summary(Nentries = 10,graphical.output = T)
## Data being read from JHU/CCSE repository
## ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
## Reading data from https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv
## Data retrieved on 2022-07-30 00:18:30 || Range of dates on data: 2020-01-22--2022-07-28 | Nbr of records: 285
## --------------------------------------------------------------------------------
##  >>> checking data integrity...
## checking for ... Country Province Lat Long
## No critical issues have been found.
##  >>> checking data consistency...
## Warning in consistency.check(data, n0, nf, datasetName, details = details, :
## Inconsistency of type.II in ts-confirmed data detected -- 109 records (out of
## 285) show inconsistencies in the data...
## ################################################################################ 
##   ##### TS-CONFIRMED Cases  -- Data dated:  2022-07-28  ::  2022-07-30 00:18:35 
## ################################################################################ 
##   Number of Countries/Regions reported:  199 
##   Number of Cities/Provinces reported:  90 
##   Unique number of distinct geographical locations combined: 285 
## -------------------------------------------------------------------------------- 
##   Worldwide ts-confirmed  Totals: 574853308 
## -------------------------------------------------------------------------------- 
##    Country.Region Province.State   Totals GlobalPerc LastDayChange    t-2    t-3    t-7   t-14   t-30
## 1              US                91120218      15.85        147362 239176 134725 130669 151248 190363
## 2           India                43959321       7.65             0  20557  18313  21411  20044  18819
## 3          Brazil                33748985       5.87         44592  44514  37914  49799 107959      0
## 4          France                32827964       5.71         45914  58638  79941  74103      0 124724
## 5         Germany                30787309       5.36         84798 104126 121780  92009 123046 132671
## 6  United Kingdom                23304479       4.05             0  91914      0      0      0  35895
## 7           Italy                20898059       3.64         60826  64400  88651  71667  97936  95455
## 8    Korea, South                19620517       3.41         85275  88296 100182  68521  41273   9585
## 9          Russia                18295035       3.18         11407   8954   6104   6586   4401   2998
## 10         Turkey                15524071       2.70             0      0      0      0      0  26635
## -------------------------------------------------------------------------------- 
##   Global Perc. Average:  0.35 (sd: 1.28) 
##   Global Perc. Average in top  10 :  5.74 (sd: 3.87) 
## -------------------------------------------------------------------------------- 
## ================================================================================
## Data being read from JHU/CCSE repository
## ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
## Reading data from https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv
## Data retrieved on 2022-07-30 00:18:36 || Range of dates on data: 2020-01-22--2022-07-28 | Nbr of records: 285
## --------------------------------------------------------------------------------
##  >>> checking data integrity...
## checking for ... Country Province Lat Long
## No critical issues have been found.
##  >>> checking data consistency...
## Warning in consistency.check(data, n0, nf, datasetName, details = details, :
## Inconsistency of type.II in ts-deaths data detected -- 94 records (out of 285)
## show inconsistencies in the data...

## ################################################################################ 
##   ##### TS-DEATHS Cases  -- Data dated:  2022-07-28  ::  2022-07-30 00:18:41 
## ################################################################################ 
##   Number of Countries/Regions reported:  199 
##   Number of Cities/Provinces reported:  90 
##   Unique number of distinct geographical locations combined: 285 
## -------------------------------------------------------------------------------- 
##   Worldwide ts-deaths  Totals: 6395564 
## -------------------------------------------------------------------------------- 
##    Country.Region Province.State  Totals Perc LastDayChange  t-2 t-3 t-7 t-14 t-30
## 1              US                1029270 1.13           397  933 517 567  487  735
## 2          Brazil                 678069 2.01           265  310 351 280  311    0
## 3           India                 526211 1.20            -1   45  57  67   56   39
## 4          Russia                 374563 2.05            40   33  46  40   38   52
## 5          Mexico                 327412 4.90             0  303   0  89   85    0
## 6            Peru                 214154 5.51            34    8  41  35   38   14
## 7  United Kingdom                 183953 0.79             0 1226   0   0    0  117
## 8           Italy                 171638 0.82           199  207 253 155  134   60
## 9       Indonesia                 156957 2.53            17   11  13  13    6    3
## 10         France                 148514 0.45           105  103 106 113    0   48
## -------------------------------------------------------------------------------- 
## -------------------------------------------------------------------------------- 
## ================================================================================
## Data being read from JHU/CCSE repository
## ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
## Reading data from https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_recovered_global.csv
## Data retrieved on 2022-07-30 00:18:42 || Range of dates on data: 2020-01-22--2022-07-28 | Nbr of records: 270
## --------------------------------------------------------------------------------
##  >>> checking data integrity...
## checking for ... Country Province Lat Long
## No critical issues have been found.
##  >>> checking data consistency...
## Warning in consistency.check(data, n0, nf, datasetName, details = details, :
## Inconsistency of type.II in ts-recovered data detected -- 258 records (out of
## 270) show inconsistencies in the data...
## ################################################################################ 
##   ##### TS-RECOVERED Cases  -- Data dated:  2022-07-28  ::  2022-07-30 00:18:47 
## ################################################################################ 
##   Number of Countries/Regions reported:  199 
##   Number of Cities/Provinces reported:  74 
##   Unique number of distinct geographical locations combined: 270 
## -------------------------------------------------------------------------------- 
##   Worldwide ts-recovered  Totals: 0 
## -------------------------------------------------------------------------------- 
##         Country.Region               Province.State Totals LastDayChange t-2 t-3 t-7 t-14 t-30
## 1          Afghanistan                                   0             0   0   0   0    0    0
## 2              Albania                                   0             0   0   0   0    0    0
## 3              Algeria                                   0             0   0   0   0    0    0
## 4              Andorra                                   0             0   0   0   0    0    0
## 5               Angola                                   0             0   0   0   0    0    0
## 6           Antarctica                                   0             0   0   0   0    0    0
## 7  Antigua and Barbuda                                   0             0   0   0   0    0    0
## 8            Argentina                                   0             0   0   0   0    0    0
## 9              Armenia                                   0             0   0   0   0    0    0
## 10           Australia Australian Capital Territory      0             0   0   0   0    0    0
## -------------------------------------------------------------------------------- 
## -------------------------------------------------------------------------------- 
## ================================================================================
## Warning in report.summary(Nentries = 10, graphical.output = T): Graphical
## Output: Data yields non-positive results!
## Data being read from JHU/CCSE repository
## ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
## Reading data from https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_daily_reports/07-29-2022.csv
## ================================================================================
## A problem was detected when trying to retrieve the data for the package: https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_daily_reports/07-29-2022.csv
## The URL or file was not found! Please contact the developer about this!
## simpleWarning in file(file, "rt"): cannot open URL 'https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_daily_reports/07-29-2022.csv': HTTP status was '404 Not Found'
## ================================================================================
## We will load the preserved data instead, please notice that this data is not the latest one but instead an 'image' from previous records.
## Data being read from *local* repo in the 'covid19.analytics' package
## ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
## Reading data from C:/Users/sruth/AppData/Local/R/win-library/4.2/covid19.analytics/extdata/latest.RDS
##  >>> checking data integrity...
## checking for ... Country Province Lat Long
## No critical issues have been found.
## Possible <<Aggregated data-type>> detected...
## checking for ... Active Deaths Recovered Confirmed
## No critical issues have been found.
## Warning in chck.cols.qty(agg.critical.cols, data, disclose = disclose): Column Active has 10 entries reporting negative values!
##   on entries: 33 417 489 1356 1449 1895 2563 2581 2738 3969
## Warning in chck.cols.qty(agg.critical.cols, data, disclose = disclose): number of 'active+recovered+deaths' cases does NOT match the number of 'confirmed' cases!
##  on 8 entries -- 3956 3957 3959 3961 3966 3967 3969 3970
##   ||  FIPS  Admin2  Province_State  Country_Region  Last_Update  Lat  Long_  Confirmed  Deaths  Recovered  Active  Combined_Key  Incident_Rate  Case_Fatality_Ratio
##   3956 3957 3959 3961 3966 3967 3969 3970 || c(NA, NA, NA, NA, NA, NA, NA, NA)  c("", "", "", "", "", "", "", "")  c("Anguilla", "Bermuda", "Cayman Islands", "England", "Northern Ireland", "Scotland", "Unknown", "Wales")  c("United Kingdom", "United Kingdom", "United Kingdom", "United Kingdom", "United Kingdom", "United Kingdom", "United Kingdom", "United Kingdom")  c("2021-02-02 05:22:49", "2021-02-02 05:22:49", "2021-02-02 05:22:49", "2021-02-02 05:22:49", "2021-02-02 05:22:49", "2021-02-02 05:22:49", "2021-02-02 05:22:49", "2021-02-02 05:22:49")  c(18.2206, 32.3078, 19.3133, 52.3555, 54.7877, 56.4907, NA, 52.1307)  c(-63.0686, -64.7505, -81.2546, -1.1743, -6.4923, -4.2026, NA, -3.7837)  c(16, 691, 390, 3358064, 104274, 180533, 0, 192912)  c(0, 12, 2, 93816, 1861, 6112, 0, 4775)  c(15, 653, 357, 0, 0, 0, 0, 0)  c(2, 12, 28, 3358064, 104274, 180533, -106564, 192912)  c("Anguilla, United Kingdom", "Bermuda, United Kingdom", "Cayman Islands, United Kingdom", "England, United Kingdom", "Northern Ireland, United Kingdom", "Scotland, United Kingdom", "Unknown, United Kingdom", "Wales, United Kingdom")  c(113.318224236768, 1111.23600918536, 605.599513085819, 5998.98530115833, 5541.77295918367, 3304.46799553383, NA, 6146.43471611547)  c(0, 1.73661360347323, 0.512820512820513, 2.7937525907785, 1.78472102345743, 3.38553062321016, NA, 2.47522186281828)
## *** 17 entries were removed due to data inconsistences
##  >>> checking data consistency...
## This function applies to TimeSeries data only

## ############################################################################################################################################ 
##   ##### AGGREGATED Data  -- ORDERED BY  CONFIRMED Cases  -- Data dated:  2021-02-02  ::  2022-07-30 00:18:47 
## ############################################################################################################################################ 
##   Number of Countries/Regions reported: 192 
##   Number of Cities/Provinces reported: 569 
##   Unique number of distinct geographical locations combined: 3962 
## -------------------------------------------------------------------------------------------------------------------------------------------- 
##                       Location Confirmed Perc.Confirmed Deaths Perc.Deaths Recovered Perc.Recovered  Active Perc.Active
## 1                       France   3190701           3.20  76128        2.39    200492           6.28 2914081       91.33
## 2                       Turkey   2485182           2.50  26117        1.05   2370431          95.38   88634        3.57
## 3           Maharashtra, India   2028347           2.04  51109        2.52   1932294          95.26   44944        2.22
## 4                    Argentina   1933853           1.94  48249        2.49   1729999          89.46  155605        8.05
## 5            Sao Paulo, Brazil   1779722           1.79  53090        2.98   1537739          86.40  188893       10.61
## 6                       Poland   1515889           1.52  37222        2.46   1276636          84.22  202031       13.33
## 7                 South Africa   1456309           1.46  44399        3.05   1306022          89.68  105888        7.27
## 8                         Iran   1424596           1.43  58038        4.07   1216305          85.38  150253       10.55
## 9  Los Angeles, California, US   1121107           1.13  16857        1.50         0           0.00 1104250       98.50
## 10                   Indonesia   1089308           1.09  30277        2.78    883682          81.12  175349       16.10
## ============================================================================================================================================
## ############################################################################################################################################ 
##   ##### AGGREGATED Data  -- ORDERED BY  DEATHS Cases  -- Data dated:  2021-02-02  ::  2022-07-30 00:18:47 
## ############################################################################################################################################ 
##   Number of Countries/Regions reported: 192 
##   Number of Cities/Provinces reported: 569 
##   Unique number of distinct geographical locations combined: 3962 
## -------------------------------------------------------------------------------------------------------------------------------------------- 
##                  Location Confirmed Perc.Confirmed Deaths Perc.Deaths Recovered Perc.Recovered  Active Perc.Active
## 1                  France   3190701           3.20  76128        2.39    200492           6.28 2914081       91.33
## 2                    Iran   1424596           1.43  58038        4.07   1216305          85.38  150253       10.55
## 3       Sao Paulo, Brazil   1779722           1.79  53090        2.98   1537739          86.40  188893       10.61
## 4      Maharashtra, India   2028347           2.04  51109        2.52   1932294          95.26   44944        2.22
## 5               Argentina   1933853           1.94  48249        2.49   1729999          89.46  155605        8.05
## 6            South Africa   1456309           1.46  44399        3.05   1306022          89.68  105888        7.27
## 7                  Poland   1515889           1.52  37222        2.46   1276636          84.22  202031       13.33
## 8               Indonesia   1089308           1.09  30277        2.78    883682          81.12  175349       16.10
## 9  Rio de Janeiro, Brazil    522998           0.53  29848        5.71    488340          93.37    4810        0.92
## 10       Lombardia, Italy    539147           0.54  27150        5.04    463522          85.97   48475        8.99
## ============================================================================================================================================
## ############################################################################################################################################ 
##   ##### AGGREGATED Data  -- ORDERED BY  RECOVERED Cases  -- Data dated:  2021-02-02  ::  2022-07-30 00:18:47 
## ############################################################################################################################################ 
##   Number of Countries/Regions reported: 192 
##   Number of Cities/Provinces reported: 569 
##   Unique number of distinct geographical locations combined: 3962 
## -------------------------------------------------------------------------------------------------------------------------------------------- 
##                 Location Confirmed Perc.Confirmed Deaths Perc.Deaths Recovered Perc.Recovered Active Perc.Active
## 1                 Turkey   2485182           2.50  26117        1.05   2370431          95.38  88634        3.57
## 2     Maharashtra, India   2028347           2.04  51109        2.52   1932294          95.26  44944        2.22
## 3              Argentina   1933853           1.94  48249        2.49   1729999          89.46 155605        8.05
## 4      Sao Paulo, Brazil   1779722           1.79  53090        2.98   1537739          86.40 188893       10.61
## 5           South Africa   1456309           1.46  44399        3.05   1306022          89.68 105888        7.27
## 6                 Poland   1515889           1.52  37222        2.46   1276636          84.22 202031       13.33
## 7                   Iran   1424596           1.43  58038        4.07   1216305          85.38 150253       10.55
## 8       Karnataka, India    939775           0.94  12220        1.30    921592          98.07   5963        0.63
## 9              Indonesia   1089308           1.09  30277        2.78    883682          81.12 175349       16.10
## 10 Andhra Pradesh, India    887900           0.89   7154        0.81    879504          99.05   1242        0.14
## ============================================================================================================================================
## ############################################################################################################################################ 
##   ##### AGGREGATED Data  -- ORDERED BY  ACTIVE Cases  -- Data dated:  2021-02-02  ::  2022-07-30 00:18:47 
## ############################################################################################################################################ 
##   Number of Countries/Regions reported: 192 
##   Number of Cities/Provinces reported: 569 
##   Unique number of distinct geographical locations combined: 3962 
## -------------------------------------------------------------------------------------------------------------------------------------------- 
##                       Location Confirmed Perc.Confirmed Deaths Perc.Deaths Recovered Perc.Recovered  Active Perc.Active
## 1                       France   3190701           3.20  76128        2.39    200492           6.28 2914081       91.33
## 2  Los Angeles, California, US   1121107           1.13  16857        1.50         0           0.00 1104250       98.50
## 3                   Lima, Peru    509864           0.51  17996        3.53         0           0.00  491868       96.47
## 4                Madrid, Spain    523791           0.53  12610        2.41     40736           7.78  470445       89.82
## 5        Maricopa, Arizona, US    475261           0.48   7462        1.57         0           0.00  467799       98.43
## 6             Catalonia, Spain    500604           0.50   9423        1.88     26203           5.23  464978       92.88
## 7     Ciudad de Mexico, Mexico    482472           0.48  22601        4.68         0           0.00  459871       95.32
## 8           Cook, Illinois, US    454485           0.46   8878        1.95         0           0.00  445607       98.05
## 9             Andalusia, Spain    411468           0.41   6390        1.55     10671           2.59  394407       95.85
## 10                      Serbia    397002           0.40   4038        1.02         0           0.00  392964       98.98
## ============================================================================================================================================
##       Confirmed  Deaths  Recovered   Active 
##   Totals 
##       99563258   2107628 54841780    NA 
##   Average 
##       25129.55   531.96  13841.94    NA 
##   Standard Deviation 
##       118312.01  2844.14 92902.5 NA 
##   
## 
##  * Statistical estimators computed considering 3962 independent reported entries
##  >>> checking data integrity...
## checking for ... Country Province Lat Long
## No critical issues have been found.
## Possible <<Aggregated data-type>> detected...
## checking for ... Active Deaths Recovered Confirmed
## No critical issues have been found.

##  
## 
## ******************************************************************************** 
## ********************************  OVERALL SUMMARY******************************** 
## ******************************************************************************** 
##   ****  Time Series Worldwide TOTS **** 
##       ts-confirmed   ts-deaths   ts-recovered 
##       574853308  6395564 0 
##              1.11%       0% 
##   ****  Time Series Worldwide AVGS **** 
##       ts-confirmed   ts-deaths   ts-recovered 
##       2017029.15 22440.58    0 
##              1.11%       0% 
##   ****  Time Series Worldwide SDS **** 
##       ts-confirmed   ts-deaths   ts-recovered 
##       7367904.54 88648.26    0 
##              1.2%        0% 
##   
## 
##  * Statistical estimators computed considering 285/285/270 independent reported entries per case-type 
## ********************************************************************************

Total for Location INDIA and UAE

tots.per.location(confirmed_case,geo.loc='india')
## INDIA  --  43959321 
## ===============================   running models...=============================== 
##   Linear Regression (lm): 
## 
## Call:
## lm(formula = y.var ~ x.var)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -7098328 -2696395  -364601  3272177  7124602 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept) -7185508.1   239230.8  -30.04   <2e-16 ***
## x.var          60905.9      450.5  135.19   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3623000 on 917 degrees of freedom
## Multiple R-squared:  0.9522, Adjusted R-squared:  0.9522 
## F-statistic: 1.828e+04 on 1 and 917 DF,  p-value: < 2.2e-16
## 
## -------------------------------------------------------------------------------- 
##   Linear Regression (lm): 
## 
## Call:
## lm(formula = y.var ~ x.var)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -9.9185 -1.1686  0.7343  1.8051  2.9315 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 9.8267033  0.1809784   54.30   <2e-16 ***
## x.var       0.0114715  0.0003408   33.66   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 2.741 on 917 degrees of freedom
## Multiple R-squared:  0.5527, Adjusted R-squared:  0.5522 
## F-statistic:  1133 on 1 and 917 DF,  p-value: < 2.2e-16
## 
## -------------------------------------------------------------------------------- 
##   GLM using Family [1] "poisson" : 
## 
## Call:
## glm(formula = y.var ~ x.var, family = family)
## 
## Deviance Residuals: 
##      Min        1Q    Median        3Q       Max  
## -3036.83  -2104.92    -80.06    723.48   2753.81  
## 
## Coefficients:
##              Estimate Std. Error z value Pr(>|z|)    
## (Intercept) 1.494e+01  2.350e-05  635565   <2e-16 ***
## x.var       3.360e-03  3.359e-08  100024   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for poisson family taken to be 1)
## 
##     Null deviance: 1.5188e+10  on 918  degrees of freedom
## Residual deviance: 2.8737e+09  on 917  degrees of freedom
## AIC: 2873697873
## 
## Number of Fisher Scoring iterations: 5
## 
## --------------------------------------------------------------------------------

tots.per.location(confirmed_case,geo.loc='UNITED ARAB EMIRATES')
## UNITED ARAB EMIRATES  --  988004 
## ===============================   running models...=============================== 
##   Linear Regression (lm): 
## 
## Call:
## lm(formula = y.var ~ x.var)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -104946  -58743    4000   54566  128687 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept) -1.300e+05  4.322e+03  -30.07   <2e-16 ***
## x.var        1.280e+03  8.139e+00  157.27   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 65460 on 917 degrees of freedom
## Multiple R-squared:  0.9642, Adjusted R-squared:  0.9642 
## F-statistic: 2.473e+04 on 1 and 917 DF,  p-value: < 2.2e-16
## 
## -------------------------------------------------------------------------------- 
##   Linear Regression (lm): 
## 
## Call:
## lm(formula = y.var ~ x.var)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -8.1271 -0.7206  0.7148  1.3340  1.4776 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 8.0693550  0.1235174   65.33   <2e-16 ***
## x.var       0.0082560  0.0002326   35.49   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 1.871 on 917 degrees of freedom
## Multiple R-squared:  0.5787, Adjusted R-squared:  0.5783 
## F-statistic:  1260 on 1 and 917 DF,  p-value: < 2.2e-16
## 
## -------------------------------------------------------------------------------- 
##   GLM using Family [1] "poisson" : 
## 
## Call:
## glm(formula = y.var ~ x.var, family = family)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -430.11  -247.27   -60.89   208.27   328.09  
## 
## Coefficients:
##              Estimate Std. Error z value Pr(>|z|)    
## (Intercept) 1.125e+01  1.533e-04   73399   <2e-16 ***
## x.var       3.160e-03  2.215e-07   14267   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for poisson family taken to be 1)
## 
##     Null deviance: 303510364  on 918  degrees of freedom
## Residual deviance:  58202378  on 917  degrees of freedom
## AIC: 58214960
## 
## Number of Fisher Scoring iterations: 5
## 
## --------------------------------------------------------------------------------

Growth rate of India and UAE

growth.rate(confirmed_case,geo.loc='india')
## Processing...  INDIA
## Loading required package: pheatmap
## Loading required package: gplots
## 
## Attaching package: 'gplots'
## The following object is masked from 'package:stats':
## 
##     lowess

## $Changes
##   geo.loc 2020-01-23 2020-01-24 2020-01-25 2020-01-26 2020-01-27 2020-01-28
## 1   INDIA          0          0          0          0          0          0
##   2020-01-29 2020-01-30 2020-01-31 2020-02-01 2020-02-02 2020-02-03 2020-02-04
## 1          0          1          0          0          1          1          0
##   2020-02-05 2020-02-06 2020-02-07 2020-02-08 2020-02-09 2020-02-10 2020-02-11
## 1          0          0          0          0          0          0          0
##   2020-02-12 2020-02-13 2020-02-14 2020-02-15 2020-02-16 2020-02-17 2020-02-18
## 1          0          0          0          0          0          0          0
##   2020-02-19 2020-02-20 2020-02-21 2020-02-22 2020-02-23 2020-02-24 2020-02-25
## 1          0          0          0          0          0          0          0
##   2020-02-26 2020-02-27 2020-02-28 2020-02-29 2020-03-01 2020-03-02 2020-03-03
## 1          0          0          0          0          0          2          0
##   2020-03-04 2020-03-05 2020-03-06 2020-03-07 2020-03-08 2020-03-09 2020-03-10
## 1         23          2          1          3          5          4         13
##   2020-03-11 2020-03-12 2020-03-13 2020-03-14 2020-03-15 2020-03-16 2020-03-17
## 1          6         11          9         20         11          6         23
##   2020-03-18 2020-03-19 2020-03-20 2020-03-21 2020-03-22 2020-03-23 2020-03-24
## 1         14         38         50         86         66        103         37
##   2020-03-25 2020-03-26 2020-03-27 2020-03-28 2020-03-29 2020-03-30 2020-03-31
## 1        121         70        160        100         37        227        146
##   2020-04-01 2020-04-02 2020-04-03 2020-04-04 2020-04-05 2020-04-06 2020-04-07
## 1        601        545         24        515        506       1190        533
##   2020-04-08 2020-04-09 2020-04-10 2020-04-11 2020-04-12 2020-04-13 2020-04-14
## 1        605        809        873        848        759       1248       1034
##   2020-04-15 2020-04-16 2020-04-17 2020-04-18 2020-04-19 2020-04-20 2020-04-21
## 1        835       1108        922       1370       1893        924       1541
##   2020-04-22 2020-04-23 2020-04-24 2020-04-25 2020-04-26 2020-04-27 2020-04-28
## 1       1290       1707       1453       1753       1607       1561       1873
##   2020-04-29 2020-04-30 2020-05-01 2020-05-02 2020-05-03 2020-05-04 2020-05-05
## 1       1738       1801       2394       2442       2806       3932       2963
##   2020-05-06 2020-05-07 2020-05-08 2020-05-09 2020-05-10 2020-05-11 2020-05-12
## 1       3587       3364       3344       3113       4353       3607       3524
##   2020-05-13 2020-05-14 2020-05-15 2020-05-16 2020-05-17 2020-05-18 2020-05-19
## 1       3763       3942       3787       4864       5050       4630       6147
##   2020-05-20 2020-05-21 2020-05-22 2020-05-23 2020-05-24 2020-05-25 2020-05-26
## 1       5553       6198       6568       6629       7113       6414       5843
##   2020-05-27 2020-05-28 2020-05-29 2020-05-30 2020-05-31 2020-06-01 2020-06-02
## 1       7293       7300       8105       8336       8782       7761       8821
##   2020-06-03 2020-06-04 2020-06-05 2020-06-06 2020-06-07 2020-06-08 2020-06-09
## 1       9633       9889       9471      10438      10864       8442      10218
##   2020-06-10 2020-06-11 2020-06-12 2020-06-13 2020-06-14 2020-06-15 2020-06-16
## 1      10459      10930      11458      11929      11502      10667      10974
##   2020-06-17 2020-06-18 2020-06-19 2020-06-20 2020-06-21 2020-06-22 2020-06-23
## 1      12881      13586      14516      15403      14831      14933      15968
##   2020-06-24 2020-06-25 2020-06-26 2020-06-27 2020-06-28 2020-06-29 2020-06-30
## 1      16922      17296      18552      19906      19459      18522      18641
##   2020-07-01 2020-07-02 2020-07-03 2020-07-04 2020-07-05 2020-07-06 2020-07-07
## 1      19160      20903      22771      24850      24248      22251      22753
##   2020-07-08 2020-07-09 2020-07-10 2020-07-11 2020-07-12 2020-07-13 2020-07-14
## 1      24879      26506      27114      28606      28732      28498      29429
##   2020-07-15 2020-07-16 2020-07-17 2020-07-18 2020-07-19 2020-07-20 2020-07-21
## 1      32676      34975      35252      38697      40425      37132      37740
##   2020-07-22 2020-07-23 2020-07-24 2020-07-25 2020-07-26 2020-07-27 2020-07-28
## 1      45720      49310      48916      48611      49981      44457      51596
##   2020-07-29 2020-07-30 2020-07-31 2020-08-01 2020-08-02 2020-08-03 2020-08-04
## 1      50294      52783      61242      54735      52972      52050      52509
##   2020-08-05 2020-08-06 2020-08-07 2020-08-08 2020-08-09 2020-08-10 2020-08-11
## 1      56282      62538      61537      64399      62064      53601      60963
##   2020-08-12 2020-08-13 2020-08-14 2020-08-15 2020-08-16 2020-08-17 2020-08-18
## 1      66999      64553      64732      64030      57711      55018      64572
##   2020-08-19 2020-08-20 2020-08-21 2020-08-22 2020-08-23 2020-08-24 2020-08-25
## 1      69672      68900      69876      69239      61408      60975      57224
##   2020-08-26 2020-08-27 2020-08-28 2020-08-29 2020-08-30 2020-08-31 2020-09-01
## 1      85687      77266      76472      78761      78512      69921      78357
##   2020-09-02 2020-09-03 2020-09-04 2020-09-05 2020-09-06 2020-09-07 2020-09-08
## 1      83883      83341      86432      90632      90802      75809      89706
##   2020-09-09 2020-09-10 2020-09-11 2020-09-12 2020-09-13 2020-09-14 2020-09-15
## 1      95735      96551      97570      94372      92071      83809      90123
##   2020-09-16 2020-09-17 2020-09-18 2020-09-19 2020-09-20 2020-09-21 2020-09-22
## 1      97894      96424      93337      92605      86961      75083      83347
##   2020-09-23 2020-09-24 2020-09-25 2020-09-26 2020-09-27 2020-09-28 2020-09-29
## 1      86508      86052      85362      88600      82170      70589      80472
##   2020-09-30 2020-10-01 2020-10-02 2020-10-03 2020-10-04 2020-10-05 2020-10-06
## 1      86821      81484      79476      75829      74442      61267      72049
##   2020-10-07 2020-10-08 2020-10-09 2020-10-10 2020-10-11 2020-10-12 2020-10-13
## 1      78524      70496      73272      74383      66732      55342      63509
##   2020-10-14 2020-10-15 2020-10-16 2020-10-17 2020-10-18 2020-10-19 2020-10-20
## 1      67708      63371      62212      61871      55722      46790      54044
##   2020-10-21 2020-10-22 2020-10-23 2020-10-24 2020-10-25 2020-10-26 2020-10-27
## 1      55839      54366      53370      50129      45148      36470      43893
##   2020-10-28 2020-10-29 2020-10-30 2020-10-31 2020-11-01 2020-11-02 2020-11-03
## 1      49881      48648      48268      46963      45231      38310      46253
##   2020-11-04 2020-11-05 2020-11-06 2020-11-07 2020-11-08 2020-11-09 2020-11-10
## 1      50210      47638      50356      45674      45903      38073      44281
##   2020-11-11 2020-11-12 2020-11-13 2020-11-14 2020-11-15 2020-11-16 2020-11-17
## 1      47905      44879      44684      41100      30548      29163      38617
##   2020-11-18 2020-11-19 2020-11-20 2020-11-21 2020-11-22 2020-11-23 2020-11-24
## 1      45576      45882      46232      45209      44059      37975      44376
##   2020-11-25 2020-11-26 2020-11-27 2020-11-28 2020-11-29 2020-11-30 2020-12-01
## 1      44489      43082      41322      41810      38772      31118      36604
##   2020-12-02 2020-12-03 2020-12-04 2020-12-05 2020-12-06 2020-12-07 2020-12-08
## 1      35551      36595      36652      36011      32981      26567      32080
##   2020-12-09 2020-12-10 2020-12-11 2020-12-12 2020-12-13 2020-12-14 2020-12-15
## 1      31521      29373      30031      30254      27071      22065      26382
##   2020-12-16 2020-12-17 2020-12-18 2020-12-19 2020-12-20 2020-12-21 2020-12-22
## 1      24010      22890      25152      26624      24337      19556      23950
##   2020-12-23 2020-12-24 2020-12-25 2020-12-26 2020-12-27 2020-12-28 2020-12-29
## 1      24712      23067      22273      18732      20021      16432      20549
##   2020-12-30 2020-12-31 2021-01-01 2021-01-02 2021-01-03 2021-01-04 2021-01-05
## 1      21822      20035      19079      18177      16504      16375      18088
##   2021-01-06 2021-01-07 2021-01-08 2021-01-09 2021-01-10 2021-01-11 2021-01-12
## 1      20346      18139          0      36867      16311      12584      15968
##   2021-01-13 2021-01-14 2021-01-15 2021-01-16 2021-01-17 2021-01-18 2021-01-19
## 1      16946      15590      15158      15144      13788      10050      13816
##   2021-01-20 2021-01-21 2021-01-22 2021-01-23 2021-01-24 2021-01-25 2021-01-26
## 1      15244      14545      14256      14849      13203       9102      12689
##   2021-01-27 2021-01-28 2021-01-29 2021-01-30 2021-01-31 2021-02-01 2021-02-02
## 1      11666      18855      13082      13044      11436       8635      11039
##   2021-02-03 2021-02-04 2021-02-05 2021-02-06 2021-02-07 2021-02-08 2021-02-09
## 1      12899      12408      11713      12059      11831       9110      11067
##   2021-02-10 2021-02-11 2021-02-12 2021-02-13 2021-02-14 2021-02-15 2021-02-16
## 1      12923       9309      12143      12194      11649       9121      11610
##   2021-02-17 2021-02-18 2021-02-19 2021-02-20 2021-02-21 2021-02-22 2021-02-23
## 1      12881      13193      13993      14264      14199      10584      13742
##   2021-02-24 2021-02-25 2021-02-26 2021-02-27 2021-02-28 2021-03-01 2021-03-02
## 1      16738      16577      16488      16752      15510      12286      14989
##   2021-03-03 2021-03-04 2021-03-05 2021-03-06 2021-03-07 2021-03-08 2021-03-09
## 1      17407      16838      18284      18754      18599      15388      17921
##   2021-03-10 2021-03-11 2021-03-12 2021-03-13 2021-03-14 2021-03-15 2021-03-16
## 1      22854      23285      24882      25320      26291      24492      28903
##   2021-03-17 2021-03-18 2021-03-19 2021-03-20 2021-03-21 2021-03-22 2021-03-23
## 1      35871      39726      40953      43846      46951      40715      47262
##   2021-03-24 2021-03-25 2021-03-26 2021-03-27 2021-03-28 2021-03-29 2021-03-30
## 1      53476      59118      62258      62714      68020      56211      53480
##   2021-03-31 2021-04-01 2021-04-02 2021-04-03 2021-04-04 2021-04-05 2021-04-06
## 1      72330      81466      89129      93249     103558      96982     115736
##   2021-04-07 2021-04-08 2021-04-09 2021-04-10 2021-04-11 2021-04-12 2021-04-13
## 1     126789     131968     145384     152879     168912     161736     184372
##   2021-04-14 2021-04-15 2021-04-16 2021-04-17 2021-04-18 2021-04-19 2021-04-20
## 1     200739     217353     234692     261394     273802     259167     295158
##   2021-04-21 2021-04-22 2021-04-23 2021-04-24 2021-04-25 2021-04-26 2021-04-27
## 1     314644     332921     346786     349691     352991     323023     360927
##   2021-04-28 2021-04-29 2021-04-30 2021-05-01 2021-05-02 2021-05-03 2021-05-04
## 1     379308     386555     401993     392488     368060     357316     382146
##   2021-05-05 2021-05-06 2021-05-07 2021-05-08 2021-05-09 2021-05-10 2021-05-11
## 1     412431     414188     401078     403405     366494     329942     348421
##   2021-05-12 2021-05-13 2021-05-14 2021-05-15 2021-05-16 2021-05-17 2021-05-18
## 1     362727     343144     326098     311170     281386     263533     267334
##   2021-05-19 2021-05-20 2021-05-21 2021-05-22 2021-05-23 2021-05-24 2021-05-25
## 1     276110     259551     257299     240842     222315     196427     208921
##   2021-05-26 2021-05-27 2021-05-28 2021-05-29 2021-05-30 2021-05-31 2021-06-01
## 1     211298     186364     173790     165553     152734     127510     132788
##   2021-06-02 2021-06-03 2021-06-04 2021-06-05 2021-06-06 2021-06-07 2021-06-08
## 1     134154     132364     120529     114460     100636      86498      92596
##   2021-06-09 2021-06-10 2021-06-11 2021-06-12 2021-06-13 2021-06-14 2021-06-15
## 1      93463      92291      84332      80834      70421      60471      62224
##   2021-06-16 2021-06-17 2021-06-18 2021-06-19 2021-06-20 2021-06-21 2021-06-22
## 1      67208      62480      60753      58226      53449      42640      50848
##   2021-06-23 2021-06-24 2021-06-25 2021-06-26 2021-06-27 2021-06-28 2021-06-29
## 1      54069      51667      48698      50040      46148      37566      45951
##   2021-06-30 2021-07-01 2021-07-02 2021-07-03 2021-07-04 2021-07-05 2021-07-06
## 1      48786      46617      44111      43071      39796      34703      43733
##   2021-07-07 2021-07-08 2021-07-09 2021-07-10 2021-07-11 2021-07-12 2021-07-13
## 1      45892      43393      42766      41506      37154      32906      38865
##   2021-07-14 2021-07-15 2021-07-16 2021-07-17 2021-07-18 2021-07-19 2021-07-20
## 1      41733      38949      38079      41157      38164      30093      42015
##   2021-07-21 2021-07-22 2021-07-23 2021-07-24 2021-07-25 2021-07-26 2021-07-27
## 1      41383      35342      39097      39742      39361      29689      43654
##   2021-07-28 2021-07-29 2021-07-30 2021-07-31 2021-08-01 2021-08-02 2021-08-03
## 1      43509      44230      41649      41831      40134      30549      42625
##   2021-08-04 2021-08-05 2021-08-06 2021-08-07 2021-08-08 2021-08-09 2021-08-10
## 1      42982      44643      38628      39070      35499      28204      38353
##   2021-08-11 2021-08-12 2021-08-13 2021-08-14 2021-08-15 2021-08-16 2021-08-17
## 1      41195      40120      38667      36083      32937      25166      35178
##   2021-08-18 2021-08-19 2021-08-20 2021-08-21 2021-08-22 2021-08-23 2021-08-24
## 1      36401      36571      34457      30948      25072      25467      37593
##   2021-08-25 2021-08-26 2021-08-27 2021-08-28 2021-08-29 2021-08-30 2021-08-31
## 1      46164      44658      46759      45083      42909      30941      41965
##   2021-09-01 2021-09-02 2021-09-03 2021-09-04 2021-09-05 2021-09-06 2021-09-07
## 1      47092      45352      42618      42766      38948      31222      37875
##   2021-09-08 2021-09-09 2021-09-10 2021-09-11 2021-09-12 2021-09-13 2021-09-14
## 1      43263      34973      33376      28591      27254      25404      27176
##   2021-09-15 2021-09-16 2021-09-17 2021-09-18 2021-09-19 2021-09-20 2021-09-21
## 1      30570      34403      35662      30773      30256      26115      26964
##   2021-09-22 2021-09-23 2021-09-24 2021-09-25 2021-09-26 2021-09-27 2021-09-28
## 1      31923      31382      29616      28326      26041      18795      18870
##   2021-09-29 2021-09-30 2021-10-01 2021-10-02 2021-10-03 2021-10-04 2021-10-05
## 1      23529      26727      24354      22842      20799      18346      18833
##   2021-10-06 2021-10-07 2021-10-08 2021-10-09 2021-10-10 2021-10-11 2021-10-12
## 1      22431      21257      19740      18166      18132      14313      15823
##   2021-10-13 2021-10-14 2021-10-15 2021-10-16 2021-10-17 2021-10-18 2021-10-19
## 1      18987      16862      15981      14146      13596      13058      14623
##   2021-10-20 2021-10-21 2021-10-22 2021-10-23 2021-10-24 2021-10-25 2021-10-26
## 1      18454      15786      16326      15906      14306      12428      13451
##   2021-10-27 2021-10-28 2021-10-29 2021-10-30 2021-10-31 2021-11-01 2021-11-02
## 1      16156      14348      14313      12830      12514      10423      11903
##   2021-11-03 2021-11-04 2021-11-05 2021-11-06 2021-11-07 2021-11-08 2021-11-09
## 1      12885      12729      10929      10826      11478      10126      11466
##   2021-11-10 2021-11-11 2021-11-12 2021-11-13 2021-11-14 2021-11-15 2021-11-16
## 1      13091      12516      11850      11271      10229       8865      10197
##   2021-11-17 2021-11-18 2021-11-19 2021-11-20 2021-11-21 2021-11-22 2021-11-23
## 1      11919      11106      10302      10488       8488       7579       9283
##   2021-11-24 2021-11-25 2021-11-26 2021-11-27 2021-11-28 2021-11-29 2021-11-30
## 1       9119      10549       8318       8774       8309       6990       8954
##   2021-12-01 2021-12-02 2021-12-03 2021-12-04 2021-12-05 2021-12-06 2021-12-07
## 1       9765       9216       8603          0      17201       6822       8439
##   2021-12-08 2021-12-09 2021-12-10 2021-12-11 2021-12-12 2021-12-13 2021-12-14
## 1       9419       8402       7990       7877       7350       5784       6984
##   2021-12-15 2021-12-16 2021-12-17 2021-12-18 2021-12-19 2021-12-20 2021-12-21
## 1       7974       7447          0       7145      13644       5326       6317
##   2021-12-22 2021-12-23 2021-12-24 2021-12-25 2021-12-26 2021-12-27 2021-12-28
## 1       7495       6650       7189       6987       6531       6358       9195
##   2021-12-29 2021-12-30 2021-12-31 2022-01-01 2022-01-02 2022-01-03 2022-01-04
## 1      13154      16764      22775      27553      33750      37379      58097
##   2022-01-05 2022-01-06 2022-01-07 2022-01-08 2022-01-09 2022-01-10 2022-01-11
## 1      90928     117100     141986     159632     179723     168063     194720
##   2022-01-12 2022-01-13 2022-01-14 2022-01-15 2022-01-16 2022-01-17 2022-01-18
## 1     247417     264202     268833     271202     258089     238018     282970
##   2022-01-19 2022-01-20 2022-01-21 2022-01-22 2022-01-23 2022-01-24 2022-01-25
## 1     317532     347254     337704     333533     306064     255874     285914
##   2022-01-26 2022-01-27 2022-01-28 2022-01-29 2022-01-30 2022-01-31 2022-02-01
## 1     286384     251209     235532     234281     209918     167059     161386
##   2022-02-02 2022-02-03 2022-02-04 2022-02-05 2022-02-06 2022-02-07 2022-02-08
## 1     172433     149394     127952     107474      83876      67597      71365
##   2022-02-09 2022-02-10 2022-02-11 2022-02-12 2022-02-13 2022-02-14 2022-02-15
## 1      67084      58077      50407      44877      34113      27409      30615
##   2022-02-16 2022-02-17 2022-02-18 2022-02-19 2022-02-20 2022-02-21 2022-02-22
## 1      30757      25920      22270      19968      16051      13405      15102
##   2022-02-23 2022-02-24 2022-02-25 2022-02-26 2022-02-27 2022-02-28 2022-03-01
## 1      14148      13166      11499      10273       8013       6915       7554
##   2022-03-02 2022-03-03 2022-03-04 2022-03-05 2022-03-06 2022-03-07 2022-03-08
## 1       6561       6396       5921       5476       4362       3993       4575
##   2022-03-09 2022-03-10 2022-03-11 2022-03-12 2022-03-13 2022-03-14 2022-03-15
## 1       4184       4194       3614       3116       2503       2568       2876
##   2022-03-16 2022-03-17 2022-03-18 2022-03-19 2022-03-20 2022-03-21 2022-03-22
## 1       2539       2528       2075       1761       1549       1581       1778
##   2022-03-23 2022-03-24 2022-03-25 2022-03-26 2022-03-27 2022-03-28 2022-03-29
## 1       1938       1685       1660       1421       1270       1259       1233
##   2022-03-30 2022-03-31 2022-04-01 2022-04-02 2022-04-03 2022-04-04 2022-04-05
## 1       1225       1335       1260       1096        913        795       1086
##   2022-04-06 2022-04-07 2022-04-08 2022-04-09 2022-04-10 2022-04-11 2022-04-12
## 1       1033       1109       1150       1054        861        796       1088
##   2022-04-13 2022-04-14 2022-04-15 2022-04-16 2022-04-17 2022-04-18 2022-04-19
## 1       1007        949        975       1150       2183       1247       2067
##   2022-04-20 2022-04-21 2022-04-22 2022-04-23 2022-04-24 2022-04-25 2022-04-26
## 1       2380       2451       2527       2593       2541         11       5399
##   2022-04-27 2022-04-28 2022-04-29 2022-04-30 2022-05-01 2022-05-02 2022-05-03
## 1       3303       3377       3688       3324       3157       2568       3205
##   2022-05-04 2022-05-05 2022-05-06 2022-05-07 2022-05-08 2022-05-09 2022-05-10
## 1       3275       3545       3805       3451       3207       2288       2897
##   2022-05-11 2022-05-12 2022-05-13 2022-05-14 2022-05-15 2022-05-16 2022-05-17
## 1       2827       2841       2858       2487       2202       1569       1829
##   2022-05-18 2022-05-19 2022-05-20 2022-05-21 2022-05-22 2022-05-23 2022-05-24
## 1       2364       2259       2323       2226       2022       1675       2124
##   2022-05-25 2022-05-26 2022-05-27 2022-05-28 2022-05-29 2022-05-30 2022-05-31
## 1       2628       2710       2685       2828       2706       2338       2745
##   2022-06-01 2022-06-02 2022-06-03 2022-06-04 2022-06-05 2022-06-06 2022-06-07
## 1       3712       4041       3962       4270       4518       3714       5233
##   2022-06-08 2022-06-09 2022-06-10 2022-06-11 2022-06-12 2022-06-13 2022-06-14
## 1       7240       7584       8329       8582       8084       6594       8822
##   2022-06-15 2022-06-16 2022-06-17 2022-06-18 2022-06-19 2022-06-20 2022-06-21
## 1      12213      12847      13216      12899      12781       9923      12249
##   2022-06-22 2022-06-23 2022-06-24 2022-06-25 2022-06-26 2022-06-27 2022-06-28
## 1      13313      17336      15940      11739      17073      11793      14506
##   2022-06-29 2022-06-30 2022-07-01 2022-07-02 2022-07-03 2022-07-04 2022-07-05
## 1      18819      17070      17092      16103      16135      13086      16159
##   2022-07-06 2022-07-07 2022-07-08 2022-07-09 2022-07-10 2022-07-11 2022-07-12
## 1      18930      18815      18840      18257      16678      13615      16906
##   2022-07-13 2022-07-14 2022-07-15 2022-07-16 2022-07-17 2022-07-18 2022-07-19
## 1      20139      20038      20044      20528      16935      15528      18616
##   2022-07-20 2022-07-21 2022-07-22 2022-07-23 2022-07-24 2022-07-25 2022-07-26
## 1      23050      22337      21411      20279      16866      14830      18313
##   2022-07-27 2022-07-28
## 1      20557          0
## 
## $Growth.Rate
##   geo.loc 2020-01-24 2020-01-25 2020-01-26 2020-01-27 2020-01-28 2020-01-29
## 1   INDIA        NaN        NaN        NaN        NaN        NaN        NaN
##   2020-01-30 2020-01-31 2020-02-01 2020-02-02 2020-02-03 2020-02-04 2020-02-05
## 1         NA          0        NaN         NA          1          0        NaN
##   2020-02-06 2020-02-07 2020-02-08 2020-02-09 2020-02-10 2020-02-11 2020-02-12
## 1        NaN        NaN        NaN        NaN        NaN        NaN        NaN
##   2020-02-13 2020-02-14 2020-02-15 2020-02-16 2020-02-17 2020-02-18 2020-02-19
## 1        NaN        NaN        NaN        NaN        NaN        NaN        NaN
##   2020-02-20 2020-02-21 2020-02-22 2020-02-23 2020-02-24 2020-02-25 2020-02-26
## 1        NaN        NaN        NaN        NaN        NaN        NaN        NaN
##   2020-02-27 2020-02-28 2020-02-29 2020-03-01 2020-03-02 2020-03-03 2020-03-04
## 1        NaN        NaN        NaN        NaN         NA          0         NA
##   2020-03-05 2020-03-06 2020-03-07 2020-03-08 2020-03-09 2020-03-10 2020-03-11
## 1 0.08695652        0.5          3   1.666667        0.8       3.25  0.4615385
##   2020-03-12 2020-03-13 2020-03-14 2020-03-15 2020-03-16 2020-03-17 2020-03-18
## 1   1.833333  0.8181818   2.222222       0.55  0.5454545   3.833333  0.6086957
##   2020-03-19 2020-03-20 2020-03-21 2020-03-22 2020-03-23 2020-03-24 2020-03-25
## 1   2.714286   1.315789       1.72  0.7674419   1.560606  0.3592233    3.27027
##   2020-03-26 2020-03-27 2020-03-28 2020-03-29 2020-03-30 2020-03-31 2020-04-01
## 1  0.5785124   2.285714      0.625       0.37   6.135135  0.6431718   4.116438
##   2020-04-02 2020-04-03 2020-04-04 2020-04-05 2020-04-06 2020-04-07 2020-04-08
## 1   0.906822  0.0440367   21.45833  0.9825243   2.351779  0.4478992   1.135084
##   2020-04-09 2020-04-10 2020-04-11 2020-04-12 2020-04-13 2020-04-14 2020-04-15
## 1    1.33719    1.07911  0.9713631  0.8950472   1.644269  0.8285256  0.8075435
##   2020-04-16 2020-04-17 2020-04-18 2020-04-19 2020-04-20 2020-04-21 2020-04-22
## 1   1.326946    0.83213     1.4859   1.381752  0.4881141   1.667749  0.8371188
##   2020-04-23 2020-04-24 2020-04-25 2020-04-26 2020-04-27 2020-04-28 2020-04-29
## 1   1.323256  0.8512009   1.206469  0.9167142  0.9713752   1.199872  0.9279231
##   2020-04-30 2020-05-01 2020-05-02 2020-05-03 2020-05-04 2020-05-05 2020-05-06
## 1   1.036249   1.329262    1.02005   1.149058   1.401283  0.7535605   1.210597
##   2020-05-07 2020-05-08 2020-05-09 2020-05-10 2020-05-11 2020-05-12 2020-05-13
## 1  0.9378311  0.9940547  0.9309211    1.39833  0.8286239  0.9769892   1.067821
##   2020-05-14 2020-05-15 2020-05-16 2020-05-17 2020-05-18 2020-05-19 2020-05-20
## 1   1.047568  0.9606799   1.284394    1.03824  0.9168317   1.327646  0.9033675
##   2020-05-21 2020-05-22 2020-05-23 2020-05-24 2020-05-25 2020-05-26 2020-05-27
## 1   1.116153   1.059697   1.009287   1.073013  0.9017292   0.910976    1.24816
##   2020-05-28 2020-05-29 2020-05-30 2020-05-31 2020-06-01 2020-06-02 2020-06-03
## 1    1.00096   1.110274   1.028501   1.053503  0.8837395    1.13658   1.092053
##   2020-06-04 2020-06-05 2020-06-06 2020-06-07 2020-06-08 2020-06-09 2020-06-10
## 1   1.026575  0.9577308   1.102101   1.040812  0.7770619   1.210377   1.023586
##   2020-06-11 2020-06-12 2020-06-13 2020-06-14 2020-06-15 2020-06-16 2020-06-17
## 1   1.045033   1.048307   1.041107  0.9642049  0.9274039    1.02878   1.173774
##   2020-06-18 2020-06-19 2020-06-20 2020-06-21 2020-06-22 2020-06-23 2020-06-24
## 1   1.054732   1.068453   1.061105  0.9628644   1.006877    1.06931   1.059744
##   2020-06-25 2020-06-26 2020-06-27 2020-06-28 2020-06-29 2020-06-30 2020-07-01
## 1   1.022101   1.072618   1.072984  0.9775445  0.9518475   1.006425   1.027842
##   2020-07-02 2020-07-03 2020-07-04 2020-07-05 2020-07-06 2020-07-07 2020-07-08
## 1   1.090971   1.089365     1.0913  0.9757746  0.9176427   1.022561   1.093438
##   2020-07-09 2020-07-10 2020-07-11 2020-07-12 2020-07-13 2020-07-14 2020-07-15
## 1   1.065397   1.022938   1.055027   1.004405  0.9918558   1.032669   1.110333
##   2020-07-16 2020-07-17 2020-07-18 2020-07-19 2020-07-20 2020-07-21 2020-07-22
## 1   1.070357    1.00792   1.097725   1.044655  0.9185405   1.016374   1.211447
##   2020-07-23 2020-07-24 2020-07-25 2020-07-26 2020-07-27 2020-07-28 2020-07-29
## 1   1.078521  0.9920097  0.9937648   1.028183   0.889478   1.160582  0.9747655
##   2020-07-30 2020-07-31 2020-08-01 2020-08-02 2020-08-03 2020-08-04 2020-08-05
## 1   1.049489    1.16026  0.8937494  0.9677903  0.9825946   1.008818   1.071854
##   2020-08-06 2020-08-07 2020-08-08 2020-08-09 2020-08-10 2020-08-11 2020-08-12
## 1   1.111155  0.9839937   1.046509  0.9637417  0.8636408   1.137348   1.099011
##   2020-08-13 2020-08-14 2020-08-15 2020-08-16 2020-08-17 2020-08-18 2020-08-19
## 1   0.963492   1.002773  0.9891553  0.9013119  0.9533365   1.173652   1.078982
##   2020-08-20 2020-08-21 2020-08-22 2020-08-23 2020-08-24 2020-08-25 2020-08-26
## 1  0.9889195   1.014165  0.9908839   0.886899  0.9929488   0.938483   1.497396
##   2020-08-27 2020-08-28 2020-08-29 2020-08-30 2020-08-31 2020-09-01 2020-09-02
## 1  0.9017237  0.9897238   1.029933  0.9968385  0.8905772    1.12065   1.070523
##   2020-09-03 2020-09-04 2020-09-05 2020-09-06 2020-09-07 2020-09-08 2020-09-09
## 1  0.9935386   1.037089   1.048593   1.001876  0.8348825   1.183316   1.067208
##   2020-09-10 2020-09-11 2020-09-12 2020-09-13 2020-09-14 2020-09-15 2020-09-16
## 1   1.008524   1.010554  0.9672235  0.9756178  0.9102649   1.075338   1.086227
##   2020-09-17 2020-09-18 2020-09-19 2020-09-20 2020-09-21 2020-09-22 2020-09-23
## 1  0.9849838  0.9679851  0.9921575   0.939053    0.86341   1.110065   1.037926
##   2020-09-24 2020-09-25 2020-09-26 2020-09-27 2020-09-28 2020-09-29 2020-09-30
## 1  0.9947288  0.9919816   1.037933  0.9274266  0.8590605   1.140008   1.078897
##   2020-10-01 2020-10-02 2020-10-03 2020-10-04 2020-10-05 2020-10-06 2020-10-07
## 1  0.9385287  0.9753571  0.9541119  0.9817088  0.8230166   1.175984   1.089869
##   2020-10-08 2020-10-09 2020-10-10 2020-10-11 2020-10-12 2020-10-13 2020-10-14
## 1  0.8977637   1.039378   1.015163  0.8971405  0.8293173   1.147573   1.066117
##   2020-10-15 2020-10-16 2020-10-17 2020-10-18 2020-10-19 2020-10-20 2020-10-21
## 1  0.9359455  0.9817109  0.9945187  0.9006158  0.8397042   1.155033   1.033214
##   2020-10-22 2020-10-23 2020-10-24 2020-10-25 2020-10-26 2020-10-27 2020-10-28
## 1  0.9736206  0.9816797   0.939273  0.9006364  0.8077877   1.203537   1.136423
##   2020-10-29 2020-10-30 2020-10-31 2020-11-01 2020-11-02 2020-11-03 2020-11-04
## 1  0.9752812  0.9921888  0.9729635  0.9631199  0.8469855   1.207335   1.085551
##   2020-11-05 2020-11-06 2020-11-07 2020-11-08 2020-11-09 2020-11-10 2020-11-11
## 1  0.9487751   1.057055   0.907022   1.005014  0.8294229   1.163055   1.081841
##   2020-11-12 2020-11-13 2020-11-14 2020-11-15 2020-11-16 2020-11-17 2020-11-18
## 1  0.9368333   0.995655  0.9197923  0.7432603  0.9546615   1.324178   1.180206
##   2020-11-19 2020-11-20 2020-11-21 2020-11-22 2020-11-23 2020-11-24 2020-11-25
## 1   1.006714   1.007628  0.9778725  0.9745626  0.8619124   1.168558   1.002546
##   2020-11-26 2020-11-27 2020-11-28 2020-11-29 2020-11-30 2020-12-01 2020-12-02
## 1  0.9683742  0.9591477    1.01181   0.927338  0.8025895   1.176297  0.9712327
##   2020-12-03 2020-12-04 2020-12-05 2020-12-06 2020-12-07 2020-12-08 2020-12-09
## 1   1.029366   1.001558  0.9825112   0.915859  0.8055244   1.207513  0.9825748
##   2020-12-10 2020-12-11 2020-12-12 2020-12-13 2020-12-14 2020-12-15 2020-12-16
## 1   0.931855   1.022402   1.007426  0.8947908  0.8150789   1.195649  0.9100902
##   2020-12-17 2020-12-18 2020-12-19 2020-12-20 2020-12-21 2020-12-22 2020-12-23
## 1  0.9533528    1.09882   1.058524  0.9141001  0.8035501   1.224688   1.031816
##   2020-12-24 2020-12-25 2020-12-26 2020-12-27 2020-12-28 2020-12-29 2020-12-30
## 1  0.9334331  0.9655785  0.8410183   1.068813  0.8207382   1.250548   1.061949
##   2020-12-31 2021-01-01 2021-01-02 2021-01-03 2021-01-04 2021-01-05 2021-01-06
## 1  0.9181102  0.9522835  0.9527229  0.9079606  0.9921837   1.104611   1.124834
##   2021-01-07 2021-01-08 2021-01-09 2021-01-10 2021-01-11 2021-01-12 2021-01-13
## 1  0.8915266          0         NA  0.4424282  0.7715039   1.268913   1.061247
##   2021-01-14 2021-01-15 2021-01-16 2021-01-17 2021-01-18 2021-01-19 2021-01-20
## 1  0.9199811  0.9722899  0.9990764  0.9104596  0.7288947   1.374726   1.103358
##   2021-01-21 2021-01-22 2021-01-23 2021-01-24 2021-01-25 2021-01-26 2021-01-27
## 1  0.9541459  0.9801306   1.041597  0.8891508  0.6893888   1.394089   0.919379
##   2021-01-28 2021-01-29 2021-01-30 2021-01-31 2021-02-01 2021-02-02 2021-02-03
## 1   1.616235  0.6938213  0.9970952  0.8767249  0.7550717   1.278402   1.168494
##   2021-02-04 2021-02-05 2021-02-06 2021-02-07 2021-02-08 2021-02-09 2021-02-10
## 1   0.961935  0.9439877    1.02954   0.981093   0.770011   1.214819   1.167706
##   2021-02-11 2021-02-12 2021-02-13 2021-02-14 2021-02-15 2021-02-16 2021-02-17
## 1  0.7203436   1.304437     1.0042  0.9553059  0.7829857   1.272887   1.109475
##   2021-02-18 2021-02-19 2021-02-20 2021-02-21 2021-02-22 2021-02-23 2021-02-24
## 1   1.024222   1.060638   1.019367  0.9954431  0.7454046   1.298375   1.218018
##   2021-02-25 2021-02-26 2021-02-27 2021-02-28 2021-03-01 2021-03-02 2021-03-03
## 1  0.9903812  0.9946311   1.016012  0.9258596  0.7921341   1.220007   1.161318
##   2021-03-04 2021-03-05 2021-03-06 2021-03-07 2021-03-08 2021-03-09 2021-03-10
## 1   0.967312   1.085877   1.025706  0.9917351  0.8273563   1.164609   1.275264
##   2021-03-11 2021-03-12 2021-03-13 2021-03-14 2021-03-15 2021-03-16 2021-03-17
## 1   1.018859   1.068585   1.017603   1.038349  0.9315735     1.1801   1.241082
##   2021-03-18 2021-03-19 2021-03-20 2021-03-21 2021-03-22 2021-03-23 2021-03-24
## 1   1.107468   1.030887   1.070642   1.070816  0.8671807   1.160801    1.13148
##   2021-03-25 2021-03-26 2021-03-27 2021-03-28 2021-03-29 2021-03-30 2021-03-31
## 1   1.105505   1.053114   1.007324   1.084606  0.8263893  0.9514152   1.352468
##   2021-04-01 2021-04-02 2021-04-03 2021-04-04 2021-04-05 2021-04-06 2021-04-07
## 1    1.12631   1.094064   1.046225   1.110553  0.9364994   1.193376   1.095502
##   2021-04-08 2021-04-09 2021-04-10 2021-04-11 2021-04-12 2021-04-13 2021-04-14
## 1   1.040847   1.101661   1.051553   1.104874  0.9575163   1.139956   1.088772
##   2021-04-15 2021-04-16 2021-04-17 2021-04-18 2021-04-19 2021-04-20 2021-04-21
## 1   1.082764   1.079773   1.113775   1.047469   0.946549   1.138872   1.066019
##   2021-04-22 2021-04-23 2021-04-24 2021-04-25 2021-04-26 2021-04-27 2021-04-28
## 1   1.058088   1.041647   1.008377   1.009437  0.9151027   1.117341   1.050927
##   2021-04-29 2021-04-30 2021-05-01 2021-05-02 2021-05-03 2021-05-04 2021-05-05
## 1   1.019106   1.039937  0.9763553  0.9377612  0.9708091    1.06949    1.07925
##   2021-05-06 2021-05-07 2021-05-08 2021-05-09 2021-05-10 2021-05-11 2021-05-12
## 1    1.00426  0.9683477   1.005802  0.9085014  0.9002658   1.056007    1.04106
##   2021-05-13 2021-05-14 2021-05-15 2021-05-16 2021-05-17 2021-05-18 2021-05-19
## 1  0.9460117  0.9503241  0.9542224  0.9042838  0.9365533   1.014423   1.032828
##   2021-05-20 2021-05-21 2021-05-22 2021-05-23 2021-05-24 2021-05-25 2021-05-26
## 1  0.9400275  0.9913235  0.9360394   0.923074  0.8835526   1.063606   1.011378
##   2021-05-27 2021-05-28 2021-05-29 2021-05-30 2021-05-31 2021-06-01 2021-06-02
## 1   0.881996  0.9325299  0.9526037  0.9225686  0.8348501   1.041393   1.010287
##   2021-06-03 2021-06-04 2021-06-05 2021-06-06 2021-06-07 2021-06-08 2021-06-09
## 1  0.9866571  0.9105875   0.949647  0.8792242  0.8595135   1.070499   1.009363
##   2021-06-10 2021-06-11 2021-06-12 2021-06-13 2021-06-14 2021-06-15 2021-06-16
## 1  0.9874603  0.9137619  0.9585211  0.8711804  0.8587069   1.028989   1.080098
##   2021-06-17 2021-06-18 2021-06-19 2021-06-20 2021-06-21 2021-06-22 2021-06-23
## 1  0.9296512  0.9723592  0.9584053  0.9179576  0.7977698   1.192495   1.063346
##   2021-06-24 2021-06-25 2021-06-26 2021-06-27 2021-06-28 2021-06-29 2021-06-30
## 1  0.9555753  0.9425359   1.027558  0.9222222  0.8140331   1.223207   1.061696
##   2021-07-01 2021-07-02 2021-07-03 2021-07-04 2021-07-05 2021-07-06 2021-07-07
## 1  0.9555405  0.9462428  0.9764231  0.9239628  0.8720223   1.260208   1.049368
##   2021-07-08 2021-07-09 2021-07-10 2021-07-11 2021-07-12 2021-07-13 2021-07-14
## 1  0.9455461  0.9855507  0.9705373  0.8951477  0.8856651   1.181092   1.073794
##   2021-07-15 2021-07-16 2021-07-17 2021-07-18 2021-07-19 2021-07-20 2021-07-21
## 1  0.9332902  0.9776631   1.080832  0.9272785   0.788518   1.396172  0.9849578
##   2021-07-22 2021-07-23 2021-07-24 2021-07-25 2021-07-26 2021-07-27 2021-07-28
## 1  0.8540222   1.106248   1.016497  0.9904132  0.7542745   1.470376  0.9966784
##   2021-07-29 2021-07-30 2021-07-31 2021-08-01 2021-08-02 2021-08-03 2021-08-04
## 1   1.016571  0.9416459    1.00437   0.959432  0.7611751   1.395299   1.008375
##   2021-08-05 2021-08-06 2021-08-07 2021-08-08 2021-08-09 2021-08-10 2021-08-11
## 1   1.038644  0.8652644   1.011442  0.9085999  0.7945013   1.359843   1.074101
##   2021-08-12 2021-08-13 2021-08-14 2021-08-15 2021-08-16 2021-08-17 2021-08-18
## 1  0.9739046  0.9637836   0.933173  0.9128121  0.7640647   1.397838   1.034766
##   2021-08-19 2021-08-20 2021-08-21 2021-08-22 2021-08-23 2021-08-24 2021-08-25
## 1    1.00467  0.9421946  0.8981629  0.8101331   1.015755   1.476146   1.227995
##   2021-08-26 2021-08-27 2021-08-28 2021-08-29 2021-08-30 2021-08-31 2021-09-01
## 1  0.9673772   1.047046  0.9641566  0.9517778  0.7210842   1.356291   1.122173
##   2021-09-02 2021-09-03 2021-09-04 2021-09-05 2021-09-06 2021-09-07 2021-09-08
## 1   0.963051   0.939716   1.003473  0.9107235  0.8016329   1.213087   1.142257
##   2021-09-09 2021-09-10 2021-09-11 2021-09-12 2021-09-13 2021-09-14 2021-09-15
## 1  0.8083813  0.9543362  0.8566335   0.953237  0.9321201   1.069753    1.12489
##   2021-09-16 2021-09-17 2021-09-18 2021-09-19 2021-09-20 2021-09-21 2021-09-22
## 1   1.125384   1.036596  0.8629073  0.9831996  0.8631346    1.03251   1.183912
##   2021-09-23 2021-09-24 2021-09-25 2021-09-26 2021-09-27 2021-09-28 2021-09-29
## 1   0.983053  0.9437257  0.9564425  0.9193321  0.7217465    1.00399     1.2469
##   2021-09-30 2021-10-01 2021-10-02 2021-10-03 2021-10-04 2021-10-05 2021-10-06
## 1   1.135917  0.9112134  0.9379157  0.9105595  0.8820616   1.026545   1.191048
##   2021-10-07 2021-10-08 2021-10-09 2021-10-10 2021-10-11 2021-10-12 2021-10-13
## 1  0.9476617  0.9286353  0.9202634  0.9981284  0.7893779   1.105498   1.199962
##   2021-10-14 2021-10-15 2021-10-16 2021-10-17 2021-10-18 2021-10-19 2021-10-20
## 1  0.8880813  0.9477523  0.8851761  0.9611198  0.9604295    1.11985   1.261985
##   2021-10-21 2021-10-22 2021-10-23 2021-10-24 2021-10-25 2021-10-26 2021-10-27
## 1  0.8554243   1.034208  0.9742742   0.899409  0.8687264   1.082314     1.2011
##   2021-10-28 2021-10-29 2021-10-30 2021-10-31 2021-11-01 2021-11-02 2021-11-03
## 1  0.8880911  0.9975606  0.8963879  0.9753702  0.8329071   1.141994     1.0825
##   2021-11-04 2021-11-05 2021-11-06 2021-11-07 2021-11-08 2021-11-09 2021-11-10
## 1  0.9878929  0.8585906  0.9905755   1.060225  0.8822094   1.132333   1.141723
##   2021-11-11 2021-11-12 2021-11-13 2021-11-14 2021-11-15 2021-11-16 2021-11-17
## 1  0.9560767  0.9467881  0.9511392  0.9075504  0.8666536   1.150254   1.168873
##   2021-11-18 2021-11-19 2021-11-20 2021-11-21 2021-11-22 2021-11-23 2021-11-24
## 1  0.9317896  0.9276067   1.018055  0.8093059  0.8929076   1.224832  0.9823333
##   2021-11-25 2021-11-26 2021-11-27 2021-11-28 2021-11-29 2021-11-30 2021-12-01
## 1   1.156815  0.7885108   1.054821  0.9470025  0.8412565   1.280973   1.090574
##   2021-12-02 2021-12-03 2021-12-04 2021-12-05 2021-12-06 2021-12-07 2021-12-08
## 1  0.9437788  0.9334852          0         NA  0.3966048   1.237027   1.116128
##   2021-12-09 2021-12-10 2021-12-11 2021-12-12 2021-12-13 2021-12-14 2021-12-15
## 1  0.8920268  0.9509641  0.9858573  0.9330964  0.7869388   1.207469   1.141753
##   2021-12-16 2021-12-17 2021-12-18 2021-12-19 2021-12-20 2021-12-21 2021-12-22
## 1  0.9339102          0         NA   1.909587  0.3903547   1.186068   1.186481
##   2021-12-23 2021-12-24 2021-12-25 2021-12-26 2021-12-27 2021-12-28 2021-12-29
## 1  0.8872582   1.081053  0.9719015  0.9347359  0.9735109   1.446209    1.43056
##   2021-12-30 2021-12-31 2022-01-01 2022-01-02 2022-01-03 2022-01-04 2022-01-05
## 1   1.274441   1.358566   1.209791   1.224912   1.107526   1.554268   1.565107
##   2022-01-06 2022-01-07 2022-01-08 2022-01-09 2022-01-10 2022-01-11 2022-01-12
## 1   1.287832   1.212519    1.12428   1.125858  0.9351224   1.158613    1.27063
##   2022-01-13 2022-01-14 2022-01-15 2022-01-16 2022-01-17 2022-01-18 2022-01-19
## 1   1.067841   1.017528   1.008812  0.9516486  0.9222323    1.18886    1.12214
##   2022-01-20 2022-01-21 2022-01-22 2022-01-23 2022-01-24 2022-01-25 2022-01-26
## 1   1.093603  0.9724985  0.9876489  0.9176423  0.8360147   1.117402   1.001644
##   2022-01-27 2022-01-28 2022-01-29 2022-01-30 2022-01-31 2022-02-01 2022-02-02
## 1  0.8771754  0.9375938  0.9946886  0.8960095  0.7958298  0.9660419   1.068451
##   2022-02-03 2022-02-04 2022-02-05 2022-02-06 2022-02-07 2022-02-08 2022-02-09
## 1  0.8663887  0.8564735  0.8399556  0.7804306  0.8059159   1.055742  0.9400126
##   2022-02-10 2022-02-11 2022-02-12 2022-02-13 2022-02-14 2022-02-15 2022-02-16
## 1  0.8657355  0.8679339   0.890293  0.7601444  0.8034767   1.116969   1.004638
##   2022-02-17 2022-02-18 2022-02-19 2022-02-20 2022-02-21 2022-02-22 2022-02-23
## 1   0.842735  0.8591821  0.8966322  0.8038361  0.8351505   1.126595  0.9368296
##   2022-02-24 2022-02-25 2022-02-26 2022-02-27 2022-02-28 2022-03-01 2022-03-02
## 1  0.9305909   0.873386   0.893382  0.7800058  0.8629727   1.092408  0.8685465
##   2022-03-03 2022-03-04 2022-03-05 2022-03-06 2022-03-07 2022-03-08 2022-03-09
## 1  0.9748514  0.9257348  0.9248438  0.7965668  0.9154058   1.145755  0.9145355
##   2022-03-10 2022-03-11 2022-03-12 2022-03-13 2022-03-14 2022-03-15 2022-03-16
## 1    1.00239  0.8617072  0.8622025  0.8032734   1.025969   1.119938  0.8828234
##   2022-03-17 2022-03-18 2022-03-19 2022-03-20 2022-03-21 2022-03-22 2022-03-23
## 1  0.9956676   0.820807  0.8486747  0.8796139   1.020658   1.124605   1.089989
##   2022-03-24 2022-03-25 2022-03-26 2022-03-27 2022-03-28 2022-03-29 2022-03-30
## 1   0.869453  0.9851632  0.8560241  0.8937368  0.9913386  0.9793487  0.9935118
##   2022-03-31 2022-04-01 2022-04-02 2022-04-03 2022-04-04 2022-04-05 2022-04-06
## 1   1.089796  0.9438202  0.8698413  0.8330292  0.8707558   1.366038  0.9511971
##   2022-04-07 2022-04-08 2022-04-09 2022-04-10 2022-04-11 2022-04-12 2022-04-13
## 1   1.073572    1.03697  0.9165217   0.816888  0.9245064   1.366834  0.9255515
##   2022-04-14 2022-04-15 2022-04-16 2022-04-17 2022-04-18 2022-04-19 2022-04-20
## 1  0.9424032   1.027397   1.179487   1.898261  0.5712322   1.657578   1.151427
##   2022-04-21 2022-04-22 2022-04-23 2022-04-24  2022-04-25 2022-04-26 2022-04-27
## 1   1.029832   1.031008   1.026118   0.979946 0.004329004   490.8182    0.61178
##   2022-04-28 2022-04-29 2022-04-30 2022-05-01 2022-05-02 2022-05-03 2022-05-04
## 1   1.022404   1.092094  0.9013015  0.9497593  0.8134305   1.248053   1.021841
##   2022-05-05 2022-05-06 2022-05-07 2022-05-08 2022-05-09 2022-05-10 2022-05-11
## 1   1.082443   1.073343  0.9069645  0.9292959  0.7134394   1.266171  0.9758371
##   2022-05-12 2022-05-13 2022-05-14 2022-05-15 2022-05-16 2022-05-17 2022-05-18
## 1   1.004952   1.005984  0.8701889  0.8854041  0.7125341   1.165711    1.29251
##   2022-05-19 2022-05-20 2022-05-21 2022-05-22 2022-05-23 2022-05-24 2022-05-25
## 1  0.9555838   1.028331  0.9582437  0.9083558  0.8283877    1.26806   1.237288
##   2022-05-26 2022-05-27 2022-05-28 2022-05-29 2022-05-30 2022-05-31 2022-06-01
## 1   1.031202  0.9907749   1.053259    0.95686  0.8640059    1.17408   1.352277
##   2022-06-02 2022-06-03 2022-06-04 2022-06-05 2022-06-06 2022-06-07 2022-06-08
## 1   1.088631  0.9804504   1.077739    1.05808  0.8220452   1.408993   1.383528
##   2022-06-09 2022-06-10 2022-06-11 2022-06-12 2022-06-13 2022-06-14 2022-06-15
## 1   1.047514   1.098233   1.030376  0.9419716  0.8156853   1.337883    1.38438
##   2022-06-16 2022-06-17 2022-06-18 2022-06-19 2022-06-20 2022-06-21 2022-06-22
## 1   1.051912   1.028723  0.9760139   0.990852  0.7763868   1.234405   1.086864
##   2022-06-23 2022-06-24 2022-06-25 2022-06-26 2022-06-27 2022-06-28 2022-06-29
## 1   1.302186  0.9194739  0.7364492   1.454383  0.6907398   1.230052   1.297325
##   2022-06-30 2022-07-01 2022-07-02 2022-07-03 2022-07-04 2022-07-05 2022-07-06
## 1   0.907062   1.001289  0.9421367   1.001987  0.8110319   1.234831   1.171483
##   2022-07-07 2022-07-08 2022-07-09 2022-07-10 2022-07-11 2022-07-12 2022-07-13
## 1   0.993925   1.001329  0.9690552  0.9135126  0.8163449   1.241719   1.191234
##   2022-07-14 2022-07-15 2022-07-16 2022-07-17 2022-07-18 2022-07-19 2022-07-20
## 1  0.9949849   1.000299   1.024147  0.8249708  0.9169176   1.198867   1.238182
##   2022-07-21 2022-07-22 2022-07-23 2022-07-24 2022-07-25 2022-07-26 2022-07-27
## 1  0.9690672  0.9585441    0.94713  0.8316978  0.8792838   1.234862   1.122536
##   2022-07-28 NA
## 1          0 NA
growth.rate(confirmed_case,geo.loc='UNITED ARAB EMIRATES')
## Processing...  UNITED ARAB EMIRATES

## $Changes
##                geo.loc 2020-01-23 2020-01-24 2020-01-25 2020-01-26 2020-01-27
## 1 UNITED ARAB EMIRATES          0          0          0          0          0
##   2020-01-28 2020-01-29 2020-01-30 2020-01-31 2020-02-01 2020-02-02 2020-02-03
## 1          0          4          0          0          0          1          0
##   2020-02-04 2020-02-05 2020-02-06 2020-02-07 2020-02-08 2020-02-09 2020-02-10
## 1          0          0          0          0          2          0          1
##   2020-02-11 2020-02-12 2020-02-13 2020-02-14 2020-02-15 2020-02-16 2020-02-17
## 1          0          0          0          0          0          1          0
##   2020-02-18 2020-02-19 2020-02-20 2020-02-21 2020-02-22 2020-02-23 2020-02-24
## 1          0          0          0          0          4          0          0
##   2020-02-25 2020-02-26 2020-02-27 2020-02-28 2020-02-29 2020-03-01 2020-03-02
## 1          0          0          0          6          2          0          0
##   2020-03-03 2020-03-04 2020-03-05 2020-03-06 2020-03-07 2020-03-08 2020-03-09
## 1          6          0          2          0         16          0          0
##   2020-03-10 2020-03-11 2020-03-12 2020-03-13 2020-03-14 2020-03-15 2020-03-16
## 1         29          0         11          0          0         13          0
##   2020-03-17 2020-03-18 2020-03-19 2020-03-20 2020-03-21 2020-03-22 2020-03-23
## 1          0         15         27          0         13          0         45
##   2020-03-24 2020-03-25 2020-03-26 2020-03-27 2020-03-28 2020-03-29 2020-03-30
## 1         50         85          0         72         63        102         41
##   2020-03-31 2020-04-01 2020-04-02 2020-04-03 2020-04-04 2020-04-05 2020-04-06
## 1         53        150        210        240        241        294        277
##   2020-04-07 2020-04-08 2020-04-09 2020-04-10 2020-04-11 2020-04-12 2020-04-13
## 1        283        300        331        370        376        387        398
##   2020-04-14 2020-04-15 2020-04-16 2020-04-17 2020-04-18 2020-04-19 2020-04-20
## 1        412        432        460        477          0        479        484
##   2020-04-21 2020-04-22 2020-04-23 2020-04-24 2020-04-25 2020-04-26 2020-04-27
## 1        490        483        518        525        532        536        490
##   2020-04-28 2020-04-29 2020-04-30 2020-05-01 2020-05-02 2020-05-03 2020-05-04
## 1        541        549        552        557        561        564        567
##   2020-05-05 2020-05-06 2020-05-07 2020-05-08 2020-05-09 2020-05-10 2020-05-11
## 1        462        546        502        553        624        781        680
##   2020-05-12 2020-05-13 2020-05-14 2020-05-15 2020-05-16 2020-05-17 2020-05-18
## 1        783        725        698        747        796        731        832
##   2020-05-19 2020-05-20 2020-05-21 2020-05-22 2020-05-23 2020-05-24 2020-05-25
## 1        873        941        894        994        812        781        822
##   2020-05-26 2020-05-27 2020-05-28 2020-05-29 2020-05-30 2020-05-31 2020-06-01
## 1        779        883        563        638        726        661        635
##   2020-06-02 2020-06-03 2020-06-04 2020-06-05 2020-06-06 2020-06-07 2020-06-08
## 1        596        571        659        624        626        540        568
##   2020-06-09 2020-06-10 2020-06-11 2020-06-12 2020-06-13 2020-06-14 2020-06-15
## 1        528        603        479        513        491        304        342
##   2020-06-16 2020-06-17 2020-06-18 2020-06-19 2020-06-20 2020-06-21 2020-06-22
## 1        346        382        388        393        388        392        378
##   2020-06-23 2020-06-24 2020-06-25 2020-06-26 2020-06-27 2020-06-28 2020-06-29
## 1        380        450        430        410        387        437        449
##   2020-06-30 2020-07-01 2020-07-02 2020-07-03 2020-07-04 2020-07-05 2020-07-06
## 1        421        402        400        672        716        683        528
##   2020-07-07 2020-07-08 2020-07-09 2020-07-10 2020-07-11 2020-07-12 2020-07-13
## 1        532        445        532        473        403        401        344
##   2020-07-14 2020-07-15 2020-07-16 2020-07-17 2020-07-18 2020-07-19 2020-07-20
## 1        375        275        281        293        289        211        271
##   2020-07-21 2020-07-22 2020-07-23 2020-07-24 2020-07-25 2020-07-26 2020-07-27
## 1        305        236        254        261        313        351        264
##   2020-07-28 2020-07-29 2020-07-30 2020-07-31 2020-08-01 2020-08-02 2020-08-03
## 1        369        375        302        283        254        239        164
##   2020-08-04 2020-08-05 2020-08-06 2020-08-07 2020-08-08 2020-08-09 2020-08-10
## 1        189        254        239        216        239        225        179
##   2020-08-11 2020-08-12 2020-08-13 2020-08-14 2020-08-15 2020-08-16 2020-08-17
## 1        262        246        277        330        283        210        229
##   2020-08-18 2020-08-19 2020-08-20 2020-08-21 2020-08-22 2020-08-23 2020-08-24
## 1        365        435        461        391        424        390        275
##   2020-08-25 2020-08-26 2020-08-27 2020-08-28 2020-08-29 2020-08-30 2020-08-31
## 1        339        399        491        390        427        362        541
##   2020-09-01 2020-09-02 2020-09-03 2020-09-04 2020-09-05 2020-09-06 2020-09-07
## 1        574        735        614        612        705        513        470
##   2020-09-08 2020-09-09 2020-09-10 2020-09-11 2020-09-12 2020-09-13 2020-09-14
## 1        644        883        930        931       1007        640        777
##   2020-09-15 2020-09-16 2020-09-17 2020-09-18 2020-09-19 2020-09-20 2020-09-21
## 1        674        842        786        865        809        674        679
##   2020-09-22 2020-09-23 2020-09-24 2020-09-25 2020-09-26 2020-09-27 2020-09-28
## 1        852       1083       1002       1008       1078        851        626
##   2020-09-29 2020-09-30 2020-10-01 2020-10-02 2020-10-03 2020-10-04 2020-10-05
## 1        995       1100       1158       1181       1231       1041        932
##   2020-10-06 2020-10-07 2020-10-08 2020-10-09 2020-10-10 2020-10-11 2020-10-12
## 1       1061       1046       1089       1075       1129       1096       1064
##   2020-10-13 2020-10-14 2020-10-15 2020-10-16 2020-10-17 2020-10-18 2020-10-19
## 1       1315       1431       1398       1412       1538       1215        915
##   2020-10-20 2020-10-21 2020-10-22 2020-10-23 2020-10-24 2020-10-25 2020-10-26
## 1       1077       1538       1578       1563       1491       1359       1111
##   2020-10-27 2020-10-28 2020-10-29 2020-10-30 2020-10-31 2020-11-01 2020-11-02
## 1       1390       1400       1312       1172       1121       1278       1234
##   2020-11-03 2020-11-04 2020-11-05 2020-11-06 2020-11-07 2020-11-08 2020-11-09
## 1       1008       1161       1289       1292       1141       1111       1146
##   2020-11-10 2020-11-11 2020-11-12 2020-11-13 2020-11-14 2020-11-15 2020-11-16
## 1       1096       1214       1136       1226       1174       1210       1209
##   2020-11-17 2020-11-18 2020-11-19 2020-11-20 2020-11-21 2020-11-22 2020-11-23
## 1       1255       1292       1153       1269       1262       1205       1065
##   2020-11-24 2020-11-25 2020-11-26 2020-11-27 2020-11-28 2020-11-29 2020-11-30
## 1       1310       1297       1305       1283       1252       1251       1107
##   2020-12-01 2020-12-02 2020-12-03 2020-12-04 2020-12-05 2020-12-06 2020-12-07
## 1       1289       1285       1317       1311       1214       1153       1148
##   2020-12-08 2020-12-09 2020-12-10 2020-12-11 2020-12-12 2020-12-13 2020-12-14
## 1       1260       1313       1255       1196       1154       1194       1092
##   2020-12-15 2020-12-16 2020-12-17 2020-12-18 2020-12-19 2020-12-20 2020-12-21
## 1       1226       1278       1321       1284       1254       1171       1077
##   2020-12-22 2020-12-23 2020-12-24 2020-12-25 2020-12-26 2020-12-27 2020-12-28
## 1       1226       1246       1311       1230       1227        944       1027
##   2020-12-29 2020-12-30 2020-12-31 2021-01-01 2021-01-02 2021-01-03 2021-01-04
## 1       1506       1723       1730       1856       1963       1590       1501
##   2021-01-05 2021-01-06 2021-01-07 2021-01-08 2021-01-09 2021-01-10 2021-01-11
## 1       1967       2067       2988       2950       2998       2876       2404
##   2021-01-12 2021-01-13 2021-01-14 2021-01-15 2021-01-16 2021-01-17 2021-01-18
## 1       3243       3362       3382       3407       3432       3453       3471
##   2021-01-19 2021-01-20 2021-01-21 2021-01-22 2021-01-23 2021-01-24 2021-01-25
## 1       3491       3506       3529       3552       3566       3579       3591
##   2021-01-26 2021-01-27 2021-01-28 2021-01-29 2021-01-30 2021-01-31 2021-02-01
## 1       3601       3939       3966       3962       3647       2948       2730
##   2021-02-02 2021-02-03 2021-02-04 2021-02-05 2021-02-06 2021-02-07 2021-02-08
## 1       3310       3977       3249       3251       3276       3093       2798
##   2021-02-09 2021-02-10 2021-02-11 2021-02-12 2021-02-13 2021-02-14 2021-02-15
## 1       3310       3539       3525       3307       2631       3167       3123
##   2021-02-16 2021-02-17 2021-02-18 2021-02-19 2021-02-20 2021-02-21 2021-02-22
## 1       3236       3452       3294       3140       3158       2250       2105
##   2021-02-23 2021-02-24 2021-02-25 2021-02-26 2021-02-27 2021-02-28 2021-03-01
## 1       3005       3102       3025       3498       3434       2930       2526
##   2021-03-02 2021-03-03 2021-03-04 2021-03-05 2021-03-06 2021-03-07 2021-03-08
## 1       2721       2692       2742       3072       2959       2613       2483
##   2021-03-09 2021-03-10 2021-03-11 2021-03-12 2021-03-13 2021-03-14 2021-03-15
## 1       2373       2204       2087       2250       2159       1992       1898
##   2021-03-16 2021-03-17 2021-03-18 2021-03-19 2021-03-20 2021-03-21 2021-03-22
## 1       2018       2051       2101       2160       2013       1717       1871
##   2021-03-23 2021-03-24 2021-03-25 2021-03-26 2021-03-27 2021-03-28 2021-03-29
## 1       2172       2196       2043       2128       2304       2128       1874
##   2021-03-30 2021-03-31 2021-04-01 2021-04-02 2021-04-03 2021-04-04 2021-04-05
## 1       2289       2084       2315       2180       2084       2113       2012
##   2021-04-06 2021-04-07 2021-04-08 2021-04-09 2021-04-10 2021-04-11 2021-04-12
## 1       1988       1883       2112       1875       1931       1810       1928
##   2021-04-13 2021-04-14 2021-04-15 2021-04-16 2021-04-17 2021-04-18 2021-04-19
## 1       2022       1798       1928       1843       1958       1930       1803
##   2021-04-20 2021-04-21 2021-04-22 2021-04-23 2021-04-24 2021-04-25 2021-04-26
## 1       1903       1931       2081       1973       2080       1813       1759
##   2021-04-27 2021-04-28 2021-04-29 2021-04-30 2021-05-01 2021-05-02 2021-05-03
## 1       2094       1710       1961       1974       1712       1847       1772
##   2021-05-04 2021-05-05 2021-05-06 2021-05-07 2021-05-08 2021-05-09 2021-05-10
## 1       1699       1954       1724       1766       1735       1572       1507
##   2021-05-11 2021-05-12 2021-05-13 2021-05-14 2021-05-15 2021-05-16 2021-05-17
## 1       1614       1508       1512       1452       1321       1251       1229
##   2021-05-18 2021-05-19 2021-05-20 2021-05-21 2021-05-22 2021-05-23 2021-05-24
## 1       1270       1348       1401       1490       1596       1591       1512
##   2021-05-25 2021-05-26 2021-05-27 2021-05-28 2021-05-29 2021-05-30 2021-05-31
## 1       1672       1757       2167       2236       1812       1810       1763
##   2021-06-01 2021-06-02 2021-06-03 2021-06-04 2021-06-05 2021-06-06 2021-06-07
## 1       1968       2154       1989       2062       2188       1874       1968
##   2021-06-08 2021-06-09 2021-06-10 2021-06-11 2021-06-12 2021-06-13 2021-06-14
## 1       2205       2179          0       4471       2123       1969       1837
##   2021-06-15 2021-06-16 2021-06-17 2021-06-18 2021-06-19 2021-06-20 2021-06-21
## 1       2127       2011       2167       1942       2109       1850       1964
##   2021-06-22 2021-06-23 2021-06-24 2021-06-25 2021-06-26 2021-06-27 2021-06-28
## 1       2167       1988       2161       2223       2282       2122       2040
##   2021-06-29 2021-06-30 2021-07-01 2021-07-02 2021-07-03 2021-07-04 2021-07-05
## 1       2184       1747       1675       1663       1632       1599       1573
##   2021-07-06 2021-07-07 2021-07-08 2021-07-09 2021-07-10 2021-07-11 2021-07-12
## 1       1552       1513       1539       1529       1520       1518       1542
##   2021-07-13 2021-07-14 2021-07-15 2021-07-16 2021-07-17 2021-07-18 2021-07-19
## 1       1522       1529       1541       1530       1565       1529       1508
##   2021-07-20 2021-07-21 2021-07-22 2021-07-23 2021-07-24 2021-07-25 2021-07-26
## 1       1541       1506       1547       1521       1507       1528       1549
##   2021-07-27 2021-07-28 2021-07-29 2021-07-30 2021-07-31 2021-08-01 2021-08-02
## 1       1539       1527       1550       1520       1537       1519       1537
##   2021-08-03 2021-08-04 2021-08-05 2021-08-06 2021-08-07 2021-08-08 2021-08-09
## 1       1548       1519       1508       1520       1545       1410       1321
##   2021-08-10 2021-08-11 2021-08-12 2021-08-13 2021-08-14 2021-08-15 2021-08-16
## 1       1334       1287       1260       1215       1206       1189       1109
##   2021-08-17 2021-08-18 2021-08-19 2021-08-20 2021-08-21 2021-08-22 2021-08-23
## 1       1115       1089       1077       1070       1066       1076       1060
##   2021-08-24 2021-08-25 2021-08-26 2021-08-27 2021-08-28 2021-08-29 2021-08-30
## 1        990        983        991        994        998        987        993
##   2021-08-31 2021-09-01 2021-09-02 2021-09-03 2021-09-04 2021-09-05 2021-09-06
## 1        996        985        975        978        984        971        977
##   2021-09-07 2021-09-08 2021-09-09 2021-09-10 2021-09-11 2021-09-12 2021-09-13
## 1        952        833        772        744        725        620        632
##   2021-09-14 2021-09-15 2021-09-16 2021-09-17 2021-09-18 2021-09-19 2021-09-20
## 1        617        608        564        521        471        391        313
##   2021-09-21 2021-09-22 2021-09-23 2021-09-24 2021-09-25 2021-09-26 2021-09-27
## 1        322        318        329        303        321        298        286
##   2021-09-28 2021-09-29 2021-09-30 2021-10-01 2021-10-02 2021-10-03 2021-10-04
## 1        277        270        265        276        256        184        189
##   2021-10-05 2021-10-06 2021-10-07 2021-10-08 2021-10-09 2021-10-10 2021-10-11
## 1        176        156        144        136        146        111        124
##   2021-10-12 2021-10-13 2021-10-14 2021-10-15 2021-10-16 2021-10-17 2021-10-18
## 1        136        126        116        104        115         99        104
##   2021-10-19 2021-10-20 2021-10-21 2021-10-22 2021-10-23 2021-10-24 2021-10-25
## 1        122        112         94         88         84         94         97
##   2021-10-26 2021-10-27 2021-10-28 2021-10-29 2021-10-30 2021-10-31 2021-11-01
## 1         90         95         88         82         88         81         78
##   2021-11-02 2021-11-03 2021-11-04 2021-11-05 2021-11-06 2021-11-07 2021-11-08
## 1         74         79         73         80         73         70         68
##   2021-11-09 2021-11-10 2021-11-11 2021-11-12 2021-11-13 2021-11-14 2021-11-15
## 1         72         75         82         72         78         66         61
##   2021-11-16 2021-11-17 2021-11-18 2021-11-19 2021-11-20 2021-11-21 2021-11-22
## 1         68         74         66         77         79         63         67
##   2021-11-23 2021-11-24 2021-11-25 2021-11-26 2021-11-27 2021-11-28 2021-11-29
## 1         70         73         77         70         68         60         58
##   2021-11-30 2021-12-01 2021-12-02 2021-12-03 2021-12-04 2021-12-05 2021-12-06
## 1         65         68          0         54         51        114         48
##   2021-12-07 2021-12-08 2021-12-09 2021-12-10 2021-12-11 2021-12-12 2021-12-13
## 1         62         69         60         74         78         83         92
##   2021-12-14 2021-12-15 2021-12-16 2021-12-17 2021-12-18 2021-12-19 2021-12-20
## 1        110        148        200        234          0        551        301
##   2021-12-21 2021-12-22 2021-12-23 2021-12-24 2021-12-25 2021-12-26 2021-12-27
## 1        452        665       1002       1352       1621       1803       1732
##   2021-12-28 2021-12-29 2021-12-30 2021-12-31 2022-01-01 2022-01-02 2022-01-03
## 1       1846       2234       2366       2426       2556       2600       2515
##   2022-01-04 2022-01-05 2022-01-06 2022-01-07 2022-01-08 2022-01-09 2022-01-10
## 1       2581       2708       2687       2627       2655       2759       2562
##   2022-01-11 2022-01-12 2022-01-13 2022-01-14 2022-01-15 2022-01-16 2022-01-17
## 1       2511       2616       2683       3068       3116       3067       2989
##   2022-01-18 2022-01-19 2022-01-20 2022-01-21 2022-01-22 2022-01-23 2022-01-24
## 1       2792       2902       3014       2921       3020       2813       2629
##   2022-01-25 2022-01-26 2022-01-27 2022-01-28 2022-01-29 2022-01-30 2022-01-31
## 1       2504       2369       2638       2545       2355       2291       2028
##   2022-02-01 2022-02-02 2022-02-03 2022-02-04 2022-02-05 2022-02-06 2022-02-07
## 1       2084       2163       2232       2114       1991       2015       1704
##   2022-02-08 2022-02-09 2022-02-10 2022-02-11 2022-02-12 2022-02-13 2022-02-14
## 1       1615       1538       1588       1474       1395       1266       1191
##   2022-02-15 2022-02-16 2022-02-17 2022-02-18 2022-02-19 2022-02-20 2022-02-21
## 1        930        957        895        882        790        725        651
##   2022-02-22 2022-02-23 2022-02-24 2022-02-25 2022-02-26 2022-02-27 2022-02-28
## 1        626        740        782        696        644        622        605
##   2022-03-01 2022-03-02 2022-03-03 2022-03-04 2022-03-05 2022-03-06 2022-03-07
## 1        478        519        502        447        558        407        386
##   2022-03-08 2022-03-09 2022-03-10 2022-03-11 2022-03-12 2022-03-13 2022-03-14
## 1        323        392        369        382        353        318        296
##   2022-03-15 2022-03-16 2022-03-17 2022-03-18 2022-03-19 2022-03-20 2022-03-21
## 1        280        318        386        331        367        347        338
##   2022-03-22 2022-03-23 2022-03-24 2022-03-25 2022-03-26 2022-03-27 2022-03-28
## 1        316        332        390        348        341        315        286
##   2022-03-29 2022-03-30 2022-03-31 2022-04-01 2022-04-02 2022-04-03 2022-04-04
## 1        301        288        313        288        284        298        300
##   2022-04-05 2022-04-06 2022-04-07 2022-04-08 2022-04-09 2022-04-10 2022-04-11
## 1        244        215        143        240        226        224        208
##   2022-04-12 2022-04-13 2022-04-14 2022-04-15 2022-04-16 2022-04-17 2022-04-18
## 1        216        337        256        239        246        201        198
##   2022-04-19 2022-04-20 2022-04-21 2022-04-22 2022-04-23 2022-04-24 2022-04-25
## 1        229        249        231        259        261        244        215
##   2022-04-26 2022-04-27 2022-04-28 2022-04-29 2022-04-30 2022-05-01 2022-05-02
## 1        207        212        275        265        261        240        222
##   2022-05-03 2022-05-04 2022-05-05 2022-05-06 2022-05-07 2022-05-08 2022-05-09
## 1        209        199        196        198        191        225        233
##   2022-05-10 2022-05-11 2022-05-12 2022-05-13 2022-05-14 2022-05-15 2022-05-16
## 1        280        312        364        369        352        323        319
##   2022-05-17 2022-05-18 2022-05-19 2022-05-20 2022-05-21 2022-05-22 2022-05-23
## 1        281        298        349        362        373        364        321
##   2022-05-24 2022-05-25 2022-05-26 2022-05-27 2022-05-28 2022-05-29 2022-05-30
## 1        317        373        395        403        430        372        383
##   2022-05-31 2022-06-01 2022-06-02 2022-06-03 2022-06-04 2022-06-05 2022-06-06
## 1        381        442        575        593        523        597        579
##   2022-06-07 2022-06-08 2022-06-09 2022-06-10 2022-06-11 2022-06-12 2022-06-13
## 1        572        867       1031       1084       1179       1249       1319
##   2022-06-14 2022-06-15 2022-06-16 2022-06-17 2022-06-18 2022-06-19 2022-06-20
## 1       1356       1395       1435       1433       1464       1489       1532
##   2022-06-21 2022-06-22 2022-06-23 2022-06-24 2022-06-25 2022-06-26 2022-06-27
## 1       1556       1592       1621       1657       1692       1722       1744
##   2022-06-28 2022-06-29 2022-06-30 2022-07-01 2022-07-02 2022-07-03 2022-07-04
## 1       1750       1769       1778       1788       1796       1812       1764
##   2022-07-05 2022-07-06 2022-07-07 2022-07-08 2022-07-09 2022-07-10 2022-07-11
## 1       1732       1690       1688       1666       1609       1592       1584
##   2022-07-12 2022-07-13 2022-07-14 2022-07-15 2022-07-16 2022-07-17 2022-07-18
## 1       1554       1522       1500       1489       1421       1409       1386
##   2022-07-19 2022-07-20 2022-07-21 2022-07-22 2022-07-23 2022-07-24 2022-07-25
## 1       1378       1398       1388       1359       1332       1312       1298
##   2022-07-26 2022-07-27 2022-07-28
## 1       1257       1223       1257
## 
## $Growth.Rate
##                geo.loc 2020-01-24 2020-01-25 2020-01-26 2020-01-27 2020-01-28
## 1 UNITED ARAB EMIRATES        NaN        NaN        NaN        NaN        NaN
##   2020-01-29 2020-01-30 2020-01-31 2020-02-01 2020-02-02 2020-02-03 2020-02-04
## 1         NA          0        NaN        NaN         NA          0        NaN
##   2020-02-05 2020-02-06 2020-02-07 2020-02-08 2020-02-09 2020-02-10 2020-02-11
## 1        NaN        NaN        NaN         NA          0         NA          0
##   2020-02-12 2020-02-13 2020-02-14 2020-02-15 2020-02-16 2020-02-17 2020-02-18
## 1        NaN        NaN        NaN        NaN         NA          0        NaN
##   2020-02-19 2020-02-20 2020-02-21 2020-02-22 2020-02-23 2020-02-24 2020-02-25
## 1        NaN        NaN        NaN         NA          0        NaN        NaN
##   2020-02-26 2020-02-27 2020-02-28 2020-02-29 2020-03-01 2020-03-02 2020-03-03
## 1        NaN        NaN         NA  0.3333333          0        NaN         NA
##   2020-03-04 2020-03-05 2020-03-06 2020-03-07 2020-03-08 2020-03-09 2020-03-10
## 1          0         NA          0         NA          0        NaN         NA
##   2020-03-11 2020-03-12 2020-03-13 2020-03-14 2020-03-15 2020-03-16 2020-03-17
## 1          0         NA          0        NaN         NA          0        NaN
##   2020-03-18 2020-03-19 2020-03-20 2020-03-21 2020-03-22 2020-03-23 2020-03-24
## 1         NA        1.8          0         NA          0         NA   1.111111
##   2020-03-25 2020-03-26 2020-03-27 2020-03-28 2020-03-29 2020-03-30 2020-03-31
## 1        1.7          0         NA      0.875   1.619048  0.4019608   1.292683
##   2020-04-01 2020-04-02 2020-04-03 2020-04-04 2020-04-05 2020-04-06 2020-04-07
## 1   2.830189        1.4   1.142857   1.004167   1.219917  0.9421769   1.021661
##   2020-04-08 2020-04-09 2020-04-10 2020-04-11 2020-04-12 2020-04-13 2020-04-14
## 1   1.060071   1.103333   1.117825   1.016216   1.029255   1.028424   1.035176
##   2020-04-15 2020-04-16 2020-04-17 2020-04-18 2020-04-19 2020-04-20 2020-04-21
## 1   1.048544   1.064815   1.036957          0         NA   1.010438   1.012397
##   2020-04-22 2020-04-23 2020-04-24 2020-04-25 2020-04-26 2020-04-27 2020-04-28
## 1  0.9857143   1.072464   1.013514   1.013333   1.007519  0.9141791   1.104082
##   2020-04-29 2020-04-30 2020-05-01 2020-05-02 2020-05-03 2020-05-04 2020-05-05
## 1   1.014787   1.005464   1.009058   1.007181   1.005348   1.005319  0.8148148
##   2020-05-06 2020-05-07 2020-05-08 2020-05-09 2020-05-10 2020-05-11 2020-05-12
## 1   1.181818  0.9194139   1.101594   1.128391   1.251603  0.8706786   1.151471
##   2020-05-13 2020-05-14 2020-05-15 2020-05-16 2020-05-17 2020-05-18 2020-05-19
## 1  0.9259259  0.9627586   1.070201   1.065596  0.9183417   1.138167   1.049279
##   2020-05-20 2020-05-21 2020-05-22 2020-05-23 2020-05-24 2020-05-25 2020-05-26
## 1   1.077892  0.9500531   1.111857  0.8169014  0.9618227   1.052497  0.9476886
##   2020-05-27 2020-05-28 2020-05-29 2020-05-30 2020-05-31 2020-06-01 2020-06-02
## 1   1.133504  0.6375991   1.133215   1.137931  0.9104683  0.9606657  0.9385827
##   2020-06-03 2020-06-04 2020-06-05 2020-06-06 2020-06-07 2020-06-08 2020-06-09
## 1  0.9580537   1.154116  0.9468892   1.003205  0.8626198   1.051852  0.9295775
##   2020-06-10 2020-06-11 2020-06-12 2020-06-13 2020-06-14 2020-06-15 2020-06-16
## 1   1.142045  0.7943615   1.070981   0.957115  0.6191446      1.125   1.011696
##   2020-06-17 2020-06-18 2020-06-19 2020-06-20 2020-06-21 2020-06-22 2020-06-23
## 1   1.104046   1.015707   1.012887  0.9872774   1.010309  0.9642857   1.005291
##   2020-06-24 2020-06-25 2020-06-26 2020-06-27 2020-06-28 2020-06-29 2020-06-30
## 1   1.184211  0.9555556  0.9534884  0.9439024   1.129199    1.02746  0.9376392
##   2020-07-01 2020-07-02 2020-07-03 2020-07-04 2020-07-05 2020-07-06 2020-07-07
## 1  0.9548694  0.9950249       1.68   1.065476  0.9539106    0.77306   1.007576
##   2020-07-08 2020-07-09 2020-07-10 2020-07-11 2020-07-12 2020-07-13 2020-07-14
## 1  0.8364662   1.195506  0.8890977  0.8520085  0.9950372  0.8578554   1.090116
##   2020-07-15 2020-07-16 2020-07-17 2020-07-18 2020-07-19 2020-07-20 2020-07-21
## 1  0.7333333   1.021818   1.042705  0.9863481  0.7301038    1.28436   1.125461
##   2020-07-22 2020-07-23 2020-07-24 2020-07-25 2020-07-26 2020-07-27 2020-07-28
## 1  0.7737705   1.076271   1.027559   1.199234   1.121406  0.7521368   1.397727
##   2020-07-29 2020-07-30 2020-07-31 2020-08-01 2020-08-02 2020-08-03 2020-08-04
## 1    1.01626  0.8053333  0.9370861  0.8975265  0.9409449  0.6861925   1.152439
##   2020-08-05 2020-08-06 2020-08-07 2020-08-08 2020-08-09 2020-08-10 2020-08-11
## 1   1.343915  0.9409449  0.9037657   1.106481  0.9414226  0.7955556   1.463687
##   2020-08-12 2020-08-13 2020-08-14 2020-08-15 2020-08-16 2020-08-17 2020-08-18
## 1  0.9389313   1.126016   1.191336  0.8575758  0.7420495   1.090476   1.593886
##   2020-08-19 2020-08-20 2020-08-21 2020-08-22 2020-08-23 2020-08-24 2020-08-25
## 1   1.191781    1.05977  0.8481562   1.084399  0.9198113  0.7051282   1.232727
##   2020-08-26 2020-08-27 2020-08-28 2020-08-29 2020-08-30 2020-08-31 2020-09-01
## 1   1.176991   1.230576  0.7942974   1.094872  0.8477752   1.494475   1.060998
##   2020-09-02 2020-09-03 2020-09-04 2020-09-05 2020-09-06 2020-09-07 2020-09-08
## 1   1.280488  0.8353741  0.9967427   1.151961  0.7276596  0.9161793   1.370213
##   2020-09-09 2020-09-10 2020-09-11 2020-09-12 2020-09-13 2020-09-14 2020-09-15
## 1   1.371118   1.053228   1.001075   1.081633  0.6355511   1.214063  0.8674389
##   2020-09-16 2020-09-17 2020-09-18 2020-09-19 2020-09-20 2020-09-21 2020-09-22
## 1   1.249258  0.9334917   1.100509  0.9352601  0.8331273   1.007418   1.254786
##   2020-09-23 2020-09-24 2020-09-25 2020-09-26 2020-09-27 2020-09-28 2020-09-29
## 1   1.271127  0.9252078   1.005988   1.069444  0.7894249  0.7356052   1.589457
##   2020-09-30 2020-10-01 2020-10-02 2020-10-03 2020-10-04 2020-10-05 2020-10-06
## 1   1.105528   1.052727   1.019862   1.042337  0.8456539   0.895293   1.138412
##   2020-10-07 2020-10-08 2020-10-09 2020-10-10 2020-10-11 2020-10-12 2020-10-13
## 1  0.9858624   1.041109  0.9871442   1.050233  0.9707706  0.9708029   1.235902
##   2020-10-14 2020-10-15 2020-10-16 2020-10-17 2020-10-18 2020-10-19 2020-10-20
## 1   1.088213  0.9769392   1.010014   1.089235   0.789987  0.7530864   1.177049
##   2020-10-21 2020-10-22 2020-10-23 2020-10-24 2020-10-25 2020-10-26 2020-10-27
## 1   1.428041   1.026008  0.9904943  0.9539347  0.9114688  0.8175129   1.251125
##   2020-10-28 2020-10-29 2020-10-30 2020-10-31 2020-11-01 2020-11-02 2020-11-03
## 1   1.007194  0.9371429  0.8932927  0.9564846   1.140054  0.9655712  0.8168558
##   2020-11-04 2020-11-05 2020-11-06 2020-11-07 2020-11-08 2020-11-09 2020-11-10
## 1   1.151786    1.11025   1.002327  0.8831269  0.9737073   1.031503    0.95637
##   2020-11-11 2020-11-12 2020-11-13 2020-11-14 2020-11-15 2020-11-16 2020-11-17
## 1   1.107664  0.9357496   1.079225  0.9575856   1.030664  0.9991736   1.038048
##   2020-11-18 2020-11-19 2020-11-20 2020-11-21 2020-11-22 2020-11-23 2020-11-24
## 1   1.029482  0.8924149   1.100607  0.9944838  0.9548336  0.8838174   1.230047
##   2020-11-25 2020-11-26 2020-11-27 2020-11-28 2020-11-29 2020-11-30 2020-12-01
## 1  0.9900763   1.006168  0.9831418  0.9758379  0.9992013  0.8848921   1.164408
##   2020-12-02 2020-12-03 2020-12-04 2020-12-05 2020-12-06 2020-12-07 2020-12-08
## 1  0.9968968   1.024903  0.9954442  0.9260107  0.9497529  0.9956635   1.097561
##   2020-12-09 2020-12-10 2020-12-11 2020-12-12 2020-12-13 2020-12-14 2020-12-15
## 1   1.042063  0.9558264   0.952988  0.9648829   1.034662  0.9145729   1.122711
##   2020-12-16 2020-12-17 2020-12-18 2020-12-19 2020-12-20 2020-12-21 2020-12-22
## 1   1.042414   1.033646  0.9719909  0.9766355  0.9338118  0.9197267   1.138347
##   2020-12-23 2020-12-24 2020-12-25 2020-12-26 2020-12-27 2020-12-28 2020-12-29
## 1   1.016313   1.052167  0.9382151   0.997561  0.7693562   1.087924   1.466407
##   2020-12-30 2020-12-31 2021-01-01 2021-01-02 2021-01-03 2021-01-04 2021-01-05
## 1    1.14409   1.004063   1.072832   1.057651  0.8099847  0.9440252    1.31046
##   2021-01-06 2021-01-07 2021-01-08 2021-01-09 2021-01-10 2021-01-11 2021-01-12
## 1   1.050839   1.445573  0.9872825   1.016271  0.9593062  0.8358832   1.349002
##   2021-01-13 2021-01-14 2021-01-15 2021-01-16 2021-01-17 2021-01-18 2021-01-19
## 1   1.036694   1.005949   1.007392   1.007338   1.006119   1.005213   1.005762
##   2021-01-20 2021-01-21 2021-01-22 2021-01-23 2021-01-24 2021-01-25 2021-01-26
## 1   1.004297    1.00656   1.006517   1.003941   1.003646   1.003353   1.002785
##   2021-01-27 2021-01-28 2021-01-29 2021-01-30 2021-01-31 2021-02-01 2021-02-02
## 1   1.093863   1.006855  0.9989914  0.9204947  0.8083356  0.9260516   1.212454
##   2021-02-03 2021-02-04 2021-02-05 2021-02-06 2021-02-07 2021-02-08 2021-02-09
## 1   1.201511  0.8169474   1.000616    1.00769  0.9441392  0.9046233   1.182988
##   2021-02-10 2021-02-11 2021-02-12 2021-02-13 2021-02-14 2021-02-15 2021-02-16
## 1   1.069184  0.9960441   0.938156  0.7955851   1.203725  0.9861067   1.036183
##   2021-02-17 2021-02-18 2021-02-19 2021-02-20 2021-02-21 2021-02-22 2021-02-23
## 1   1.066749  0.9542294  0.9532483   1.005732  0.7124763  0.9355556   1.427553
##   2021-02-24 2021-02-25 2021-02-26 2021-02-27 2021-02-28 2021-03-01 2021-03-02
## 1    1.03228  0.9751773   1.156364  0.9817038  0.8532324   0.862116   1.077197
##   2021-03-03 2021-03-04 2021-03-05 2021-03-06 2021-03-07 2021-03-08 2021-03-09
## 1  0.9893422   1.018574    1.12035  0.9632161  0.8830686  0.9502488  0.9556988
##   2021-03-10 2021-03-11 2021-03-12 2021-03-13 2021-03-14 2021-03-15 2021-03-16
## 1  0.9287821  0.9469147   1.078103  0.9595556  0.9226494  0.9528112   1.063224
##   2021-03-17 2021-03-18 2021-03-19 2021-03-20 2021-03-21 2021-03-22 2021-03-23
## 1   1.016353   1.024378   1.028082  0.9319444  0.8529558   1.089691   1.160877
##   2021-03-24 2021-03-25 2021-03-26 2021-03-27 2021-03-28 2021-03-29 2021-03-30
## 1    1.01105  0.9303279   1.041605   1.082707  0.9236111  0.8806391   1.221451
##   2021-03-31 2021-04-01 2021-04-02 2021-04-03 2021-04-04 2021-04-05 2021-04-06
## 1  0.9104412   1.110845  0.9416847  0.9559633   1.013916  0.9522007  0.9880716
##   2021-04-07 2021-04-08 2021-04-09 2021-04-10 2021-04-11 2021-04-12 2021-04-13
## 1  0.9471831   1.121614  0.8877841   1.029867  0.9373382   1.065193   1.048755
##   2021-04-14 2021-04-15 2021-04-16 2021-04-17 2021-04-18 2021-04-19 2021-04-20
## 1  0.8892186   1.072303  0.9559129   1.062398  0.9856997  0.9341969   1.055463
##   2021-04-21 2021-04-22 2021-04-23 2021-04-24 2021-04-25 2021-04-26 2021-04-27
## 1   1.014714    1.07768  0.9481019   1.054232  0.8716346  0.9702151   1.190449
##   2021-04-28 2021-04-29 2021-04-30 2021-05-01 2021-05-02 2021-05-03 2021-05-04
## 1  0.8166189   1.146784   1.006629  0.8672746   1.078855  0.9593936  0.9588036
##   2021-05-05 2021-05-06 2021-05-07 2021-05-08 2021-05-09 2021-05-10 2021-05-11
## 1   1.150088  0.8822927   1.024362  0.9824462  0.9060519  0.9586514   1.071002
##   2021-05-12 2021-05-13 2021-05-14 2021-05-15 2021-05-16 2021-05-17 2021-05-18
## 1  0.9343247   1.002653  0.9603175  0.9097796  0.9470098  0.9824141    1.03336
##   2021-05-19 2021-05-20 2021-05-21 2021-05-22 2021-05-23 2021-05-24 2021-05-25
## 1   1.061417   1.039318   1.063526   1.071141  0.9968672  0.9503457    1.10582
##   2021-05-26 2021-05-27 2021-05-28 2021-05-29 2021-05-30 2021-05-31 2021-06-01
## 1   1.050837   1.233352   1.031841  0.8103757  0.9988962  0.9740331   1.116279
##   2021-06-02 2021-06-03 2021-06-04 2021-06-05 2021-06-06 2021-06-07 2021-06-08
## 1   1.094512  0.9233983   1.036702   1.061106  0.8564899    1.05016   1.120427
##   2021-06-09 2021-06-10 2021-06-11 2021-06-12 2021-06-13 2021-06-14 2021-06-15
## 1  0.9882086          0         NA  0.4748378  0.9274611  0.9329609   1.157866
##   2021-06-16 2021-06-17 2021-06-18 2021-06-19 2021-06-20 2021-06-21 2021-06-22
## 1  0.9454631   1.077573  0.8961698   1.085994   0.877193   1.061622    1.10336
##   2021-06-23 2021-06-24 2021-06-25 2021-06-26 2021-06-27 2021-06-28 2021-06-29
## 1  0.9173973   1.087022    1.02869   1.026541  0.9298861  0.9613572   1.070588
##   2021-06-30 2021-07-01 2021-07-02 2021-07-03 2021-07-04 2021-07-05 2021-07-06
## 1  0.7999084  0.9587865  0.9928358   0.981359  0.9797794  0.9837398  0.9866497
##   2021-07-07 2021-07-08 2021-07-09 2021-07-10 2021-07-11 2021-07-12 2021-07-13
## 1  0.9748711   1.017184  0.9935023  0.9941138  0.9986842    1.01581  0.9870298
##   2021-07-14 2021-07-15 2021-07-16 2021-07-17 2021-07-18 2021-07-19 2021-07-20
## 1   1.004599   1.007848  0.9928618   1.022876  0.9769968  0.9862655   1.021883
##   2021-07-21 2021-07-22 2021-07-23 2021-07-24 2021-07-25 2021-07-26 2021-07-27
## 1  0.9772875   1.027224  0.9831933  0.9907955   1.013935   1.013743  0.9935442
##   2021-07-28 2021-07-29 2021-07-30 2021-07-31 2021-08-01 2021-08-02 2021-08-03
## 1  0.9922027   1.015062  0.9806452   1.011184  0.9882889    1.01185   1.007157
##   2021-08-04 2021-08-05 2021-08-06 2021-08-07 2021-08-08 2021-08-09 2021-08-10
## 1  0.9812661  0.9927584   1.007958   1.016447  0.9126214  0.9368794   1.009841
##   2021-08-11 2021-08-12 2021-08-13 2021-08-14 2021-08-15 2021-08-16 2021-08-17
## 1  0.9647676   0.979021  0.9642857  0.9925926  0.9859038  0.9327166    1.00541
##   2021-08-18 2021-08-19 2021-08-20 2021-08-21 2021-08-22 2021-08-23 2021-08-24
## 1  0.9766816  0.9889807  0.9935005  0.9962617   1.009381  0.9851301  0.9339623
##   2021-08-25 2021-08-26 2021-08-27 2021-08-28 2021-08-29 2021-08-30 2021-08-31
## 1  0.9929293   1.008138   1.003027   1.004024   0.988978   1.006079   1.003021
##   2021-09-01 2021-09-02 2021-09-03 2021-09-04 2021-09-05 2021-09-06 2021-09-07
## 1  0.9889558  0.9898477   1.003077   1.006135  0.9867886   1.006179  0.9744115
##   2021-09-08 2021-09-09 2021-09-10 2021-09-11 2021-09-12 2021-09-13 2021-09-14
## 1      0.875  0.9267707  0.9637306  0.9744624  0.8551724   1.019355  0.9762658
##   2021-09-15 2021-09-16 2021-09-17 2021-09-18 2021-09-19 2021-09-20 2021-09-21
## 1  0.9854133  0.9276316  0.9237589  0.9040307  0.8301486  0.8005115   1.028754
##   2021-09-22 2021-09-23 2021-09-24 2021-09-25 2021-09-26 2021-09-27 2021-09-28
## 1  0.9875776   1.034591  0.9209726   1.059406  0.9283489  0.9597315  0.9685315
##   2021-09-29 2021-09-30 2021-10-01 2021-10-02 2021-10-03 2021-10-04 2021-10-05
## 1  0.9747292  0.9814815   1.041509  0.9275362    0.71875   1.027174  0.9312169
##   2021-10-06 2021-10-07 2021-10-08 2021-10-09 2021-10-10 2021-10-11 2021-10-12
## 1  0.8863636  0.9230769  0.9444444   1.073529   0.760274   1.117117   1.096774
##   2021-10-13 2021-10-14 2021-10-15 2021-10-16 2021-10-17 2021-10-18 2021-10-19
## 1  0.9264706  0.9206349  0.8965517   1.105769  0.8608696   1.050505   1.173077
##   2021-10-20 2021-10-21 2021-10-22 2021-10-23 2021-10-24 2021-10-25 2021-10-26
## 1  0.9180328  0.8392857  0.9361702  0.9545455   1.119048   1.031915  0.9278351
##   2021-10-27 2021-10-28 2021-10-29 2021-10-30 2021-10-31 2021-11-01 2021-11-02
## 1   1.055556  0.9263158  0.9318182   1.073171  0.9204545   0.962963  0.9487179
##   2021-11-03 2021-11-04 2021-11-05 2021-11-06 2021-11-07 2021-11-08 2021-11-09
## 1   1.067568  0.9240506    1.09589     0.9125  0.9589041  0.9714286   1.058824
##   2021-11-10 2021-11-11 2021-11-12 2021-11-13 2021-11-14 2021-11-15 2021-11-16
## 1   1.041667   1.093333  0.8780488   1.083333  0.8461538  0.9242424   1.114754
##   2021-11-17 2021-11-18 2021-11-19 2021-11-20 2021-11-21 2021-11-22 2021-11-23
## 1   1.088235  0.8918919   1.166667   1.025974  0.7974684   1.063492   1.044776
##   2021-11-24 2021-11-25 2021-11-26 2021-11-27 2021-11-28 2021-11-29 2021-11-30
## 1   1.042857   1.054795  0.9090909  0.9714286  0.8823529  0.9666667    1.12069
##   2021-12-01 2021-12-02 2021-12-03 2021-12-04 2021-12-05 2021-12-06 2021-12-07
## 1   1.046154          0         NA  0.9444444   2.235294  0.4210526   1.291667
##   2021-12-08 2021-12-09 2021-12-10 2021-12-11 2021-12-12 2021-12-13 2021-12-14
## 1   1.112903  0.8695652   1.233333   1.054054   1.064103   1.108434   1.195652
##   2021-12-15 2021-12-16 2021-12-17 2021-12-18 2021-12-19 2021-12-20 2021-12-21
## 1   1.345455   1.351351       1.17          0         NA  0.5462795   1.501661
##   2021-12-22 2021-12-23 2021-12-24 2021-12-25 2021-12-26 2021-12-27 2021-12-28
## 1   1.471239   1.506767   1.349301   1.198964   1.112276  0.9606212    1.06582
##   2021-12-29 2021-12-30 2021-12-31 2022-01-01 2022-01-02 2022-01-03 2022-01-04
## 1   1.210184   1.059087   1.025359   1.053586   1.017214  0.9673077   1.026243
##   2022-01-05 2022-01-06 2022-01-07 2022-01-08 2022-01-09 2022-01-10 2022-01-11
## 1   1.049206  0.9922452  0.9776703   1.010659   1.039171  0.9285973  0.9800937
##   2022-01-12 2022-01-13 2022-01-14 2022-01-15 2022-01-16 2022-01-17 2022-01-18
## 1   1.041816   1.025612   1.143496   1.015645  0.9842747   0.974568  0.9340917
##   2022-01-19 2022-01-20 2022-01-21 2022-01-22 2022-01-23 2022-01-24 2022-01-25
## 1   1.039398   1.038594   0.969144   1.033893   0.931457  0.9345894  0.9524534
##   2022-01-26 2022-01-27 2022-01-28 2022-01-29 2022-01-30 2022-01-31 2022-02-01
## 1  0.9460863    1.11355   0.964746  0.9253438  0.9728238   0.885203   1.027613
##   2022-02-02 2022-02-03 2022-02-04 2022-02-05 2022-02-06 2022-02-07 2022-02-08
## 1   1.037908     1.0319  0.9471326  0.9418165   1.012054  0.8456576    0.94777
##   2022-02-09 2022-02-10 2022-02-11 2022-02-12 2022-02-13 2022-02-14 2022-02-15
## 1   0.952322    1.03251  0.9282116  0.9464043  0.9075269  0.9407583  0.7808564
##   2022-02-16 2022-02-17 2022-02-18 2022-02-19 2022-02-20 2022-02-21 2022-02-22
## 1   1.029032  0.9352142  0.9854749  0.8956916  0.9177215   0.897931  0.9615975
##   2022-02-23 2022-02-24 2022-02-25 2022-02-26 2022-02-27 2022-02-28 2022-03-01
## 1   1.182109   1.056757  0.8900256  0.9252874  0.9658385  0.9726688  0.7900826
##   2022-03-02 2022-03-03 2022-03-04 2022-03-05 2022-03-06 2022-03-07 2022-03-08
## 1   1.085774  0.9672447  0.8904382   1.248322  0.7293907  0.9484029  0.8367876
##   2022-03-09 2022-03-10 2022-03-11 2022-03-12 2022-03-13 2022-03-14 2022-03-15
## 1   1.213622  0.9413265    1.03523  0.9240838  0.9008499  0.9308176  0.9459459
##   2022-03-16 2022-03-17 2022-03-18 2022-03-19 2022-03-20 2022-03-21 2022-03-22
## 1   1.135714   1.213836   0.857513   1.108761  0.9455041  0.9740634  0.9349112
##   2022-03-23 2022-03-24 2022-03-25 2022-03-26 2022-03-27 2022-03-28 2022-03-29
## 1   1.050633   1.174699  0.8923077  0.9798851  0.9237537  0.9079365   1.052448
##   2022-03-30 2022-03-31 2022-04-01 2022-04-02 2022-04-03 2022-04-04 2022-04-05
## 1  0.9568106   1.086806  0.9201278  0.9861111   1.049296   1.006711  0.8133333
##   2022-04-06 2022-04-07 2022-04-08 2022-04-09 2022-04-10 2022-04-11 2022-04-12
## 1  0.8811475  0.6651163   1.678322  0.9416667  0.9911504  0.9285714   1.038462
##   2022-04-13 2022-04-14 2022-04-15 2022-04-16 2022-04-17 2022-04-18 2022-04-19
## 1   1.560185  0.7596439  0.9335938   1.029289  0.8170732  0.9850746   1.156566
##   2022-04-20 2022-04-21 2022-04-22 2022-04-23 2022-04-24 2022-04-25 2022-04-26
## 1   1.087336  0.9277108   1.121212   1.007722  0.9348659  0.8811475  0.9627907
##   2022-04-27 2022-04-28 2022-04-29 2022-04-30 2022-05-01 2022-05-02 2022-05-03
## 1   1.024155    1.29717  0.9636364  0.9849057  0.9195402      0.925  0.9414414
##   2022-05-04 2022-05-05 2022-05-06 2022-05-07 2022-05-08 2022-05-09 2022-05-10
## 1  0.9521531  0.9849246   1.010204  0.9646465    1.17801   1.035556   1.201717
##   2022-05-11 2022-05-12 2022-05-13 2022-05-14 2022-05-15 2022-05-16 2022-05-17
## 1   1.114286   1.166667   1.013736  0.9539295  0.9176136  0.9876161  0.8808777
##   2022-05-18 2022-05-19 2022-05-20 2022-05-21 2022-05-22 2022-05-23 2022-05-24
## 1   1.060498   1.171141   1.037249   1.030387  0.9758713  0.8818681  0.9875389
##   2022-05-25 2022-05-26 2022-05-27 2022-05-28 2022-05-29 2022-05-30 2022-05-31
## 1   1.176656   1.058981   1.020253   1.066998  0.8651163    1.02957  0.9947781
##   2022-06-01 2022-06-02 2022-06-03 2022-06-04 2022-06-05 2022-06-06 2022-06-07
## 1   1.160105   1.300905   1.031304  0.8819562   1.141491  0.9698492  0.9879102
##   2022-06-08 2022-06-09 2022-06-10 2022-06-11 2022-06-12 2022-06-13 2022-06-14
## 1   1.515734   1.189158   1.051406   1.087638   1.059372   1.056045   1.028052
##   2022-06-15 2022-06-16 2022-06-17 2022-06-18 2022-06-19 2022-06-20 2022-06-21
## 1   1.028761   1.028674  0.9986063   1.021633   1.017077   1.028878   1.015666
##   2022-06-22 2022-06-23 2022-06-24 2022-06-25 2022-06-26 2022-06-27 2022-06-28
## 1   1.023136   1.018216   1.022209   1.021123    1.01773   1.012776    1.00344
##   2022-06-29 2022-06-30 2022-07-01 2022-07-02 2022-07-03 2022-07-04 2022-07-05
## 1   1.010857   1.005088   1.005624   1.004474   1.008909  0.9735099  0.9818594
##   2022-07-06 2022-07-07 2022-07-08 2022-07-09 2022-07-10 2022-07-11 2022-07-12
## 1  0.9757506  0.9988166  0.9869668  0.9657863  0.9894344  0.9949749  0.9810606
##   2022-07-13 2022-07-14 2022-07-15 2022-07-16 2022-07-17 2022-07-18 2022-07-19
## 1   0.979408  0.9855453  0.9926667  0.9543318  0.9915552  0.9836764   0.994228
##   2022-07-20 2022-07-21 2022-07-22 2022-07-23 2022-07-24 2022-07-25 2022-07-26
## 1   1.014514  0.9928469  0.9791066  0.9801325   0.984985  0.9893293  0.9684129
##   2022-07-27 2022-07-28 NA
## 1  0.9729515     1.0278 NA

plot total cases globaly

totals.plt(total_cases)
## Loading required package: plotly
## Loading required package: ggplot2
## 
## Attaching package: 'plotly'
## The following object is masked from 'package:ggplot2':
## 
##     last_plot
## The following object is masked from 'package:stats':
## 
##     filter
## The following object is masked from 'package:graphics':
## 
##     layout

totals.plt(total_cases,'India')
## A line object has been specified, but lines is not in the mode
## Adding lines to the mode...

totals.plt(total_cases,'UNITED ARAB EMIRATES')
## A line object has been specified, but lines is not in the mode
## Adding lines to the mode...

ploting total cases in world map

live.map(total_cases)
## Warning: Ignoring 2 observations
## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors
## Warning: Ignoring 2 observations
## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.

## Warning: `line.width` does not currently support multiple values.
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Spectral is 11
## Returning the palette you asked for with that many colors

SIR Model

growth.rate(confirmed_case,geo.loc='india')
## Processing...  INDIA

## $Changes
##   geo.loc 2020-01-23 2020-01-24 2020-01-25 2020-01-26 2020-01-27 2020-01-28
## 1   INDIA          0          0          0          0          0          0
##   2020-01-29 2020-01-30 2020-01-31 2020-02-01 2020-02-02 2020-02-03 2020-02-04
## 1          0          1          0          0          1          1          0
##   2020-02-05 2020-02-06 2020-02-07 2020-02-08 2020-02-09 2020-02-10 2020-02-11
## 1          0          0          0          0          0          0          0
##   2020-02-12 2020-02-13 2020-02-14 2020-02-15 2020-02-16 2020-02-17 2020-02-18
## 1          0          0          0          0          0          0          0
##   2020-02-19 2020-02-20 2020-02-21 2020-02-22 2020-02-23 2020-02-24 2020-02-25
## 1          0          0          0          0          0          0          0
##   2020-02-26 2020-02-27 2020-02-28 2020-02-29 2020-03-01 2020-03-02 2020-03-03
## 1          0          0          0          0          0          2          0
##   2020-03-04 2020-03-05 2020-03-06 2020-03-07 2020-03-08 2020-03-09 2020-03-10
## 1         23          2          1          3          5          4         13
##   2020-03-11 2020-03-12 2020-03-13 2020-03-14 2020-03-15 2020-03-16 2020-03-17
## 1          6         11          9         20         11          6         23
##   2020-03-18 2020-03-19 2020-03-20 2020-03-21 2020-03-22 2020-03-23 2020-03-24
## 1         14         38         50         86         66        103         37
##   2020-03-25 2020-03-26 2020-03-27 2020-03-28 2020-03-29 2020-03-30 2020-03-31
## 1        121         70        160        100         37        227        146
##   2020-04-01 2020-04-02 2020-04-03 2020-04-04 2020-04-05 2020-04-06 2020-04-07
## 1        601        545         24        515        506       1190        533
##   2020-04-08 2020-04-09 2020-04-10 2020-04-11 2020-04-12 2020-04-13 2020-04-14
## 1        605        809        873        848        759       1248       1034
##   2020-04-15 2020-04-16 2020-04-17 2020-04-18 2020-04-19 2020-04-20 2020-04-21
## 1        835       1108        922       1370       1893        924       1541
##   2020-04-22 2020-04-23 2020-04-24 2020-04-25 2020-04-26 2020-04-27 2020-04-28
## 1       1290       1707       1453       1753       1607       1561       1873
##   2020-04-29 2020-04-30 2020-05-01 2020-05-02 2020-05-03 2020-05-04 2020-05-05
## 1       1738       1801       2394       2442       2806       3932       2963
##   2020-05-06 2020-05-07 2020-05-08 2020-05-09 2020-05-10 2020-05-11 2020-05-12
## 1       3587       3364       3344       3113       4353       3607       3524
##   2020-05-13 2020-05-14 2020-05-15 2020-05-16 2020-05-17 2020-05-18 2020-05-19
## 1       3763       3942       3787       4864       5050       4630       6147
##   2020-05-20 2020-05-21 2020-05-22 2020-05-23 2020-05-24 2020-05-25 2020-05-26
## 1       5553       6198       6568       6629       7113       6414       5843
##   2020-05-27 2020-05-28 2020-05-29 2020-05-30 2020-05-31 2020-06-01 2020-06-02
## 1       7293       7300       8105       8336       8782       7761       8821
##   2020-06-03 2020-06-04 2020-06-05 2020-06-06 2020-06-07 2020-06-08 2020-06-09
## 1       9633       9889       9471      10438      10864       8442      10218
##   2020-06-10 2020-06-11 2020-06-12 2020-06-13 2020-06-14 2020-06-15 2020-06-16
## 1      10459      10930      11458      11929      11502      10667      10974
##   2020-06-17 2020-06-18 2020-06-19 2020-06-20 2020-06-21 2020-06-22 2020-06-23
## 1      12881      13586      14516      15403      14831      14933      15968
##   2020-06-24 2020-06-25 2020-06-26 2020-06-27 2020-06-28 2020-06-29 2020-06-30
## 1      16922      17296      18552      19906      19459      18522      18641
##   2020-07-01 2020-07-02 2020-07-03 2020-07-04 2020-07-05 2020-07-06 2020-07-07
## 1      19160      20903      22771      24850      24248      22251      22753
##   2020-07-08 2020-07-09 2020-07-10 2020-07-11 2020-07-12 2020-07-13 2020-07-14
## 1      24879      26506      27114      28606      28732      28498      29429
##   2020-07-15 2020-07-16 2020-07-17 2020-07-18 2020-07-19 2020-07-20 2020-07-21
## 1      32676      34975      35252      38697      40425      37132      37740
##   2020-07-22 2020-07-23 2020-07-24 2020-07-25 2020-07-26 2020-07-27 2020-07-28
## 1      45720      49310      48916      48611      49981      44457      51596
##   2020-07-29 2020-07-30 2020-07-31 2020-08-01 2020-08-02 2020-08-03 2020-08-04
## 1      50294      52783      61242      54735      52972      52050      52509
##   2020-08-05 2020-08-06 2020-08-07 2020-08-08 2020-08-09 2020-08-10 2020-08-11
## 1      56282      62538      61537      64399      62064      53601      60963
##   2020-08-12 2020-08-13 2020-08-14 2020-08-15 2020-08-16 2020-08-17 2020-08-18
## 1      66999      64553      64732      64030      57711      55018      64572
##   2020-08-19 2020-08-20 2020-08-21 2020-08-22 2020-08-23 2020-08-24 2020-08-25
## 1      69672      68900      69876      69239      61408      60975      57224
##   2020-08-26 2020-08-27 2020-08-28 2020-08-29 2020-08-30 2020-08-31 2020-09-01
## 1      85687      77266      76472      78761      78512      69921      78357
##   2020-09-02 2020-09-03 2020-09-04 2020-09-05 2020-09-06 2020-09-07 2020-09-08
## 1      83883      83341      86432      90632      90802      75809      89706
##   2020-09-09 2020-09-10 2020-09-11 2020-09-12 2020-09-13 2020-09-14 2020-09-15
## 1      95735      96551      97570      94372      92071      83809      90123
##   2020-09-16 2020-09-17 2020-09-18 2020-09-19 2020-09-20 2020-09-21 2020-09-22
## 1      97894      96424      93337      92605      86961      75083      83347
##   2020-09-23 2020-09-24 2020-09-25 2020-09-26 2020-09-27 2020-09-28 2020-09-29
## 1      86508      86052      85362      88600      82170      70589      80472
##   2020-09-30 2020-10-01 2020-10-02 2020-10-03 2020-10-04 2020-10-05 2020-10-06
## 1      86821      81484      79476      75829      74442      61267      72049
##   2020-10-07 2020-10-08 2020-10-09 2020-10-10 2020-10-11 2020-10-12 2020-10-13
## 1      78524      70496      73272      74383      66732      55342      63509
##   2020-10-14 2020-10-15 2020-10-16 2020-10-17 2020-10-18 2020-10-19 2020-10-20
## 1      67708      63371      62212      61871      55722      46790      54044
##   2020-10-21 2020-10-22 2020-10-23 2020-10-24 2020-10-25 2020-10-26 2020-10-27
## 1      55839      54366      53370      50129      45148      36470      43893
##   2020-10-28 2020-10-29 2020-10-30 2020-10-31 2020-11-01 2020-11-02 2020-11-03
## 1      49881      48648      48268      46963      45231      38310      46253
##   2020-11-04 2020-11-05 2020-11-06 2020-11-07 2020-11-08 2020-11-09 2020-11-10
## 1      50210      47638      50356      45674      45903      38073      44281
##   2020-11-11 2020-11-12 2020-11-13 2020-11-14 2020-11-15 2020-11-16 2020-11-17
## 1      47905      44879      44684      41100      30548      29163      38617
##   2020-11-18 2020-11-19 2020-11-20 2020-11-21 2020-11-22 2020-11-23 2020-11-24
## 1      45576      45882      46232      45209      44059      37975      44376
##   2020-11-25 2020-11-26 2020-11-27 2020-11-28 2020-11-29 2020-11-30 2020-12-01
## 1      44489      43082      41322      41810      38772      31118      36604
##   2020-12-02 2020-12-03 2020-12-04 2020-12-05 2020-12-06 2020-12-07 2020-12-08
## 1      35551      36595      36652      36011      32981      26567      32080
##   2020-12-09 2020-12-10 2020-12-11 2020-12-12 2020-12-13 2020-12-14 2020-12-15
## 1      31521      29373      30031      30254      27071      22065      26382
##   2020-12-16 2020-12-17 2020-12-18 2020-12-19 2020-12-20 2020-12-21 2020-12-22
## 1      24010      22890      25152      26624      24337      19556      23950
##   2020-12-23 2020-12-24 2020-12-25 2020-12-26 2020-12-27 2020-12-28 2020-12-29
## 1      24712      23067      22273      18732      20021      16432      20549
##   2020-12-30 2020-12-31 2021-01-01 2021-01-02 2021-01-03 2021-01-04 2021-01-05
## 1      21822      20035      19079      18177      16504      16375      18088
##   2021-01-06 2021-01-07 2021-01-08 2021-01-09 2021-01-10 2021-01-11 2021-01-12
## 1      20346      18139          0      36867      16311      12584      15968
##   2021-01-13 2021-01-14 2021-01-15 2021-01-16 2021-01-17 2021-01-18 2021-01-19
## 1      16946      15590      15158      15144      13788      10050      13816
##   2021-01-20 2021-01-21 2021-01-22 2021-01-23 2021-01-24 2021-01-25 2021-01-26
## 1      15244      14545      14256      14849      13203       9102      12689
##   2021-01-27 2021-01-28 2021-01-29 2021-01-30 2021-01-31 2021-02-01 2021-02-02
## 1      11666      18855      13082      13044      11436       8635      11039
##   2021-02-03 2021-02-04 2021-02-05 2021-02-06 2021-02-07 2021-02-08 2021-02-09
## 1      12899      12408      11713      12059      11831       9110      11067
##   2021-02-10 2021-02-11 2021-02-12 2021-02-13 2021-02-14 2021-02-15 2021-02-16
## 1      12923       9309      12143      12194      11649       9121      11610
##   2021-02-17 2021-02-18 2021-02-19 2021-02-20 2021-02-21 2021-02-22 2021-02-23
## 1      12881      13193      13993      14264      14199      10584      13742
##   2021-02-24 2021-02-25 2021-02-26 2021-02-27 2021-02-28 2021-03-01 2021-03-02
## 1      16738      16577      16488      16752      15510      12286      14989
##   2021-03-03 2021-03-04 2021-03-05 2021-03-06 2021-03-07 2021-03-08 2021-03-09
## 1      17407      16838      18284      18754      18599      15388      17921
##   2021-03-10 2021-03-11 2021-03-12 2021-03-13 2021-03-14 2021-03-15 2021-03-16
## 1      22854      23285      24882      25320      26291      24492      28903
##   2021-03-17 2021-03-18 2021-03-19 2021-03-20 2021-03-21 2021-03-22 2021-03-23
## 1      35871      39726      40953      43846      46951      40715      47262
##   2021-03-24 2021-03-25 2021-03-26 2021-03-27 2021-03-28 2021-03-29 2021-03-30
## 1      53476      59118      62258      62714      68020      56211      53480
##   2021-03-31 2021-04-01 2021-04-02 2021-04-03 2021-04-04 2021-04-05 2021-04-06
## 1      72330      81466      89129      93249     103558      96982     115736
##   2021-04-07 2021-04-08 2021-04-09 2021-04-10 2021-04-11 2021-04-12 2021-04-13
## 1     126789     131968     145384     152879     168912     161736     184372
##   2021-04-14 2021-04-15 2021-04-16 2021-04-17 2021-04-18 2021-04-19 2021-04-20
## 1     200739     217353     234692     261394     273802     259167     295158
##   2021-04-21 2021-04-22 2021-04-23 2021-04-24 2021-04-25 2021-04-26 2021-04-27
## 1     314644     332921     346786     349691     352991     323023     360927
##   2021-04-28 2021-04-29 2021-04-30 2021-05-01 2021-05-02 2021-05-03 2021-05-04
## 1     379308     386555     401993     392488     368060     357316     382146
##   2021-05-05 2021-05-06 2021-05-07 2021-05-08 2021-05-09 2021-05-10 2021-05-11
## 1     412431     414188     401078     403405     366494     329942     348421
##   2021-05-12 2021-05-13 2021-05-14 2021-05-15 2021-05-16 2021-05-17 2021-05-18
## 1     362727     343144     326098     311170     281386     263533     267334
##   2021-05-19 2021-05-20 2021-05-21 2021-05-22 2021-05-23 2021-05-24 2021-05-25
## 1     276110     259551     257299     240842     222315     196427     208921
##   2021-05-26 2021-05-27 2021-05-28 2021-05-29 2021-05-30 2021-05-31 2021-06-01
## 1     211298     186364     173790     165553     152734     127510     132788
##   2021-06-02 2021-06-03 2021-06-04 2021-06-05 2021-06-06 2021-06-07 2021-06-08
## 1     134154     132364     120529     114460     100636      86498      92596
##   2021-06-09 2021-06-10 2021-06-11 2021-06-12 2021-06-13 2021-06-14 2021-06-15
## 1      93463      92291      84332      80834      70421      60471      62224
##   2021-06-16 2021-06-17 2021-06-18 2021-06-19 2021-06-20 2021-06-21 2021-06-22
## 1      67208      62480      60753      58226      53449      42640      50848
##   2021-06-23 2021-06-24 2021-06-25 2021-06-26 2021-06-27 2021-06-28 2021-06-29
## 1      54069      51667      48698      50040      46148      37566      45951
##   2021-06-30 2021-07-01 2021-07-02 2021-07-03 2021-07-04 2021-07-05 2021-07-06
## 1      48786      46617      44111      43071      39796      34703      43733
##   2021-07-07 2021-07-08 2021-07-09 2021-07-10 2021-07-11 2021-07-12 2021-07-13
## 1      45892      43393      42766      41506      37154      32906      38865
##   2021-07-14 2021-07-15 2021-07-16 2021-07-17 2021-07-18 2021-07-19 2021-07-20
## 1      41733      38949      38079      41157      38164      30093      42015
##   2021-07-21 2021-07-22 2021-07-23 2021-07-24 2021-07-25 2021-07-26 2021-07-27
## 1      41383      35342      39097      39742      39361      29689      43654
##   2021-07-28 2021-07-29 2021-07-30 2021-07-31 2021-08-01 2021-08-02 2021-08-03
## 1      43509      44230      41649      41831      40134      30549      42625
##   2021-08-04 2021-08-05 2021-08-06 2021-08-07 2021-08-08 2021-08-09 2021-08-10
## 1      42982      44643      38628      39070      35499      28204      38353
##   2021-08-11 2021-08-12 2021-08-13 2021-08-14 2021-08-15 2021-08-16 2021-08-17
## 1      41195      40120      38667      36083      32937      25166      35178
##   2021-08-18 2021-08-19 2021-08-20 2021-08-21 2021-08-22 2021-08-23 2021-08-24
## 1      36401      36571      34457      30948      25072      25467      37593
##   2021-08-25 2021-08-26 2021-08-27 2021-08-28 2021-08-29 2021-08-30 2021-08-31
## 1      46164      44658      46759      45083      42909      30941      41965
##   2021-09-01 2021-09-02 2021-09-03 2021-09-04 2021-09-05 2021-09-06 2021-09-07
## 1      47092      45352      42618      42766      38948      31222      37875
##   2021-09-08 2021-09-09 2021-09-10 2021-09-11 2021-09-12 2021-09-13 2021-09-14
## 1      43263      34973      33376      28591      27254      25404      27176
##   2021-09-15 2021-09-16 2021-09-17 2021-09-18 2021-09-19 2021-09-20 2021-09-21
## 1      30570      34403      35662      30773      30256      26115      26964
##   2021-09-22 2021-09-23 2021-09-24 2021-09-25 2021-09-26 2021-09-27 2021-09-28
## 1      31923      31382      29616      28326      26041      18795      18870
##   2021-09-29 2021-09-30 2021-10-01 2021-10-02 2021-10-03 2021-10-04 2021-10-05
## 1      23529      26727      24354      22842      20799      18346      18833
##   2021-10-06 2021-10-07 2021-10-08 2021-10-09 2021-10-10 2021-10-11 2021-10-12
## 1      22431      21257      19740      18166      18132      14313      15823
##   2021-10-13 2021-10-14 2021-10-15 2021-10-16 2021-10-17 2021-10-18 2021-10-19
## 1      18987      16862      15981      14146      13596      13058      14623
##   2021-10-20 2021-10-21 2021-10-22 2021-10-23 2021-10-24 2021-10-25 2021-10-26
## 1      18454      15786      16326      15906      14306      12428      13451
##   2021-10-27 2021-10-28 2021-10-29 2021-10-30 2021-10-31 2021-11-01 2021-11-02
## 1      16156      14348      14313      12830      12514      10423      11903
##   2021-11-03 2021-11-04 2021-11-05 2021-11-06 2021-11-07 2021-11-08 2021-11-09
## 1      12885      12729      10929      10826      11478      10126      11466
##   2021-11-10 2021-11-11 2021-11-12 2021-11-13 2021-11-14 2021-11-15 2021-11-16
## 1      13091      12516      11850      11271      10229       8865      10197
##   2021-11-17 2021-11-18 2021-11-19 2021-11-20 2021-11-21 2021-11-22 2021-11-23
## 1      11919      11106      10302      10488       8488       7579       9283
##   2021-11-24 2021-11-25 2021-11-26 2021-11-27 2021-11-28 2021-11-29 2021-11-30
## 1       9119      10549       8318       8774       8309       6990       8954
##   2021-12-01 2021-12-02 2021-12-03 2021-12-04 2021-12-05 2021-12-06 2021-12-07
## 1       9765       9216       8603          0      17201       6822       8439
##   2021-12-08 2021-12-09 2021-12-10 2021-12-11 2021-12-12 2021-12-13 2021-12-14
## 1       9419       8402       7990       7877       7350       5784       6984
##   2021-12-15 2021-12-16 2021-12-17 2021-12-18 2021-12-19 2021-12-20 2021-12-21
## 1       7974       7447          0       7145      13644       5326       6317
##   2021-12-22 2021-12-23 2021-12-24 2021-12-25 2021-12-26 2021-12-27 2021-12-28
## 1       7495       6650       7189       6987       6531       6358       9195
##   2021-12-29 2021-12-30 2021-12-31 2022-01-01 2022-01-02 2022-01-03 2022-01-04
## 1      13154      16764      22775      27553      33750      37379      58097
##   2022-01-05 2022-01-06 2022-01-07 2022-01-08 2022-01-09 2022-01-10 2022-01-11
## 1      90928     117100     141986     159632     179723     168063     194720
##   2022-01-12 2022-01-13 2022-01-14 2022-01-15 2022-01-16 2022-01-17 2022-01-18
## 1     247417     264202     268833     271202     258089     238018     282970
##   2022-01-19 2022-01-20 2022-01-21 2022-01-22 2022-01-23 2022-01-24 2022-01-25
## 1     317532     347254     337704     333533     306064     255874     285914
##   2022-01-26 2022-01-27 2022-01-28 2022-01-29 2022-01-30 2022-01-31 2022-02-01
## 1     286384     251209     235532     234281     209918     167059     161386
##   2022-02-02 2022-02-03 2022-02-04 2022-02-05 2022-02-06 2022-02-07 2022-02-08
## 1     172433     149394     127952     107474      83876      67597      71365
##   2022-02-09 2022-02-10 2022-02-11 2022-02-12 2022-02-13 2022-02-14 2022-02-15
## 1      67084      58077      50407      44877      34113      27409      30615
##   2022-02-16 2022-02-17 2022-02-18 2022-02-19 2022-02-20 2022-02-21 2022-02-22
## 1      30757      25920      22270      19968      16051      13405      15102
##   2022-02-23 2022-02-24 2022-02-25 2022-02-26 2022-02-27 2022-02-28 2022-03-01
## 1      14148      13166      11499      10273       8013       6915       7554
##   2022-03-02 2022-03-03 2022-03-04 2022-03-05 2022-03-06 2022-03-07 2022-03-08
## 1       6561       6396       5921       5476       4362       3993       4575
##   2022-03-09 2022-03-10 2022-03-11 2022-03-12 2022-03-13 2022-03-14 2022-03-15
## 1       4184       4194       3614       3116       2503       2568       2876
##   2022-03-16 2022-03-17 2022-03-18 2022-03-19 2022-03-20 2022-03-21 2022-03-22
## 1       2539       2528       2075       1761       1549       1581       1778
##   2022-03-23 2022-03-24 2022-03-25 2022-03-26 2022-03-27 2022-03-28 2022-03-29
## 1       1938       1685       1660       1421       1270       1259       1233
##   2022-03-30 2022-03-31 2022-04-01 2022-04-02 2022-04-03 2022-04-04 2022-04-05
## 1       1225       1335       1260       1096        913        795       1086
##   2022-04-06 2022-04-07 2022-04-08 2022-04-09 2022-04-10 2022-04-11 2022-04-12
## 1       1033       1109       1150       1054        861        796       1088
##   2022-04-13 2022-04-14 2022-04-15 2022-04-16 2022-04-17 2022-04-18 2022-04-19
## 1       1007        949        975       1150       2183       1247       2067
##   2022-04-20 2022-04-21 2022-04-22 2022-04-23 2022-04-24 2022-04-25 2022-04-26
## 1       2380       2451       2527       2593       2541         11       5399
##   2022-04-27 2022-04-28 2022-04-29 2022-04-30 2022-05-01 2022-05-02 2022-05-03
## 1       3303       3377       3688       3324       3157       2568       3205
##   2022-05-04 2022-05-05 2022-05-06 2022-05-07 2022-05-08 2022-05-09 2022-05-10
## 1       3275       3545       3805       3451       3207       2288       2897
##   2022-05-11 2022-05-12 2022-05-13 2022-05-14 2022-05-15 2022-05-16 2022-05-17
## 1       2827       2841       2858       2487       2202       1569       1829
##   2022-05-18 2022-05-19 2022-05-20 2022-05-21 2022-05-22 2022-05-23 2022-05-24
## 1       2364       2259       2323       2226       2022       1675       2124
##   2022-05-25 2022-05-26 2022-05-27 2022-05-28 2022-05-29 2022-05-30 2022-05-31
## 1       2628       2710       2685       2828       2706       2338       2745
##   2022-06-01 2022-06-02 2022-06-03 2022-06-04 2022-06-05 2022-06-06 2022-06-07
## 1       3712       4041       3962       4270       4518       3714       5233
##   2022-06-08 2022-06-09 2022-06-10 2022-06-11 2022-06-12 2022-06-13 2022-06-14
## 1       7240       7584       8329       8582       8084       6594       8822
##   2022-06-15 2022-06-16 2022-06-17 2022-06-18 2022-06-19 2022-06-20 2022-06-21
## 1      12213      12847      13216      12899      12781       9923      12249
##   2022-06-22 2022-06-23 2022-06-24 2022-06-25 2022-06-26 2022-06-27 2022-06-28
## 1      13313      17336      15940      11739      17073      11793      14506
##   2022-06-29 2022-06-30 2022-07-01 2022-07-02 2022-07-03 2022-07-04 2022-07-05
## 1      18819      17070      17092      16103      16135      13086      16159
##   2022-07-06 2022-07-07 2022-07-08 2022-07-09 2022-07-10 2022-07-11 2022-07-12
## 1      18930      18815      18840      18257      16678      13615      16906
##   2022-07-13 2022-07-14 2022-07-15 2022-07-16 2022-07-17 2022-07-18 2022-07-19
## 1      20139      20038      20044      20528      16935      15528      18616
##   2022-07-20 2022-07-21 2022-07-22 2022-07-23 2022-07-24 2022-07-25 2022-07-26
## 1      23050      22337      21411      20279      16866      14830      18313
##   2022-07-27 2022-07-28
## 1      20557          0
## 
## $Growth.Rate
##   geo.loc 2020-01-24 2020-01-25 2020-01-26 2020-01-27 2020-01-28 2020-01-29
## 1   INDIA        NaN        NaN        NaN        NaN        NaN        NaN
##   2020-01-30 2020-01-31 2020-02-01 2020-02-02 2020-02-03 2020-02-04 2020-02-05
## 1         NA          0        NaN         NA          1          0        NaN
##   2020-02-06 2020-02-07 2020-02-08 2020-02-09 2020-02-10 2020-02-11 2020-02-12
## 1        NaN        NaN        NaN        NaN        NaN        NaN        NaN
##   2020-02-13 2020-02-14 2020-02-15 2020-02-16 2020-02-17 2020-02-18 2020-02-19
## 1        NaN        NaN        NaN        NaN        NaN        NaN        NaN
##   2020-02-20 2020-02-21 2020-02-22 2020-02-23 2020-02-24 2020-02-25 2020-02-26
## 1        NaN        NaN        NaN        NaN        NaN        NaN        NaN
##   2020-02-27 2020-02-28 2020-02-29 2020-03-01 2020-03-02 2020-03-03 2020-03-04
## 1        NaN        NaN        NaN        NaN         NA          0         NA
##   2020-03-05 2020-03-06 2020-03-07 2020-03-08 2020-03-09 2020-03-10 2020-03-11
## 1 0.08695652        0.5          3   1.666667        0.8       3.25  0.4615385
##   2020-03-12 2020-03-13 2020-03-14 2020-03-15 2020-03-16 2020-03-17 2020-03-18
## 1   1.833333  0.8181818   2.222222       0.55  0.5454545   3.833333  0.6086957
##   2020-03-19 2020-03-20 2020-03-21 2020-03-22 2020-03-23 2020-03-24 2020-03-25
## 1   2.714286   1.315789       1.72  0.7674419   1.560606  0.3592233    3.27027
##   2020-03-26 2020-03-27 2020-03-28 2020-03-29 2020-03-30 2020-03-31 2020-04-01
## 1  0.5785124   2.285714      0.625       0.37   6.135135  0.6431718   4.116438
##   2020-04-02 2020-04-03 2020-04-04 2020-04-05 2020-04-06 2020-04-07 2020-04-08
## 1   0.906822  0.0440367   21.45833  0.9825243   2.351779  0.4478992   1.135084
##   2020-04-09 2020-04-10 2020-04-11 2020-04-12 2020-04-13 2020-04-14 2020-04-15
## 1    1.33719    1.07911  0.9713631  0.8950472   1.644269  0.8285256  0.8075435
##   2020-04-16 2020-04-17 2020-04-18 2020-04-19 2020-04-20 2020-04-21 2020-04-22
## 1   1.326946    0.83213     1.4859   1.381752  0.4881141   1.667749  0.8371188
##   2020-04-23 2020-04-24 2020-04-25 2020-04-26 2020-04-27 2020-04-28 2020-04-29
## 1   1.323256  0.8512009   1.206469  0.9167142  0.9713752   1.199872  0.9279231
##   2020-04-30 2020-05-01 2020-05-02 2020-05-03 2020-05-04 2020-05-05 2020-05-06
## 1   1.036249   1.329262    1.02005   1.149058   1.401283  0.7535605   1.210597
##   2020-05-07 2020-05-08 2020-05-09 2020-05-10 2020-05-11 2020-05-12 2020-05-13
## 1  0.9378311  0.9940547  0.9309211    1.39833  0.8286239  0.9769892   1.067821
##   2020-05-14 2020-05-15 2020-05-16 2020-05-17 2020-05-18 2020-05-19 2020-05-20
## 1   1.047568  0.9606799   1.284394    1.03824  0.9168317   1.327646  0.9033675
##   2020-05-21 2020-05-22 2020-05-23 2020-05-24 2020-05-25 2020-05-26 2020-05-27
## 1   1.116153   1.059697   1.009287   1.073013  0.9017292   0.910976    1.24816
##   2020-05-28 2020-05-29 2020-05-30 2020-05-31 2020-06-01 2020-06-02 2020-06-03
## 1    1.00096   1.110274   1.028501   1.053503  0.8837395    1.13658   1.092053
##   2020-06-04 2020-06-05 2020-06-06 2020-06-07 2020-06-08 2020-06-09 2020-06-10
## 1   1.026575  0.9577308   1.102101   1.040812  0.7770619   1.210377   1.023586
##   2020-06-11 2020-06-12 2020-06-13 2020-06-14 2020-06-15 2020-06-16 2020-06-17
## 1   1.045033   1.048307   1.041107  0.9642049  0.9274039    1.02878   1.173774
##   2020-06-18 2020-06-19 2020-06-20 2020-06-21 2020-06-22 2020-06-23 2020-06-24
## 1   1.054732   1.068453   1.061105  0.9628644   1.006877    1.06931   1.059744
##   2020-06-25 2020-06-26 2020-06-27 2020-06-28 2020-06-29 2020-06-30 2020-07-01
## 1   1.022101   1.072618   1.072984  0.9775445  0.9518475   1.006425   1.027842
##   2020-07-02 2020-07-03 2020-07-04 2020-07-05 2020-07-06 2020-07-07 2020-07-08
## 1   1.090971   1.089365     1.0913  0.9757746  0.9176427   1.022561   1.093438
##   2020-07-09 2020-07-10 2020-07-11 2020-07-12 2020-07-13 2020-07-14 2020-07-15
## 1   1.065397   1.022938   1.055027   1.004405  0.9918558   1.032669   1.110333
##   2020-07-16 2020-07-17 2020-07-18 2020-07-19 2020-07-20 2020-07-21 2020-07-22
## 1   1.070357    1.00792   1.097725   1.044655  0.9185405   1.016374   1.211447
##   2020-07-23 2020-07-24 2020-07-25 2020-07-26 2020-07-27 2020-07-28 2020-07-29
## 1   1.078521  0.9920097  0.9937648   1.028183   0.889478   1.160582  0.9747655
##   2020-07-30 2020-07-31 2020-08-01 2020-08-02 2020-08-03 2020-08-04 2020-08-05
## 1   1.049489    1.16026  0.8937494  0.9677903  0.9825946   1.008818   1.071854
##   2020-08-06 2020-08-07 2020-08-08 2020-08-09 2020-08-10 2020-08-11 2020-08-12
## 1   1.111155  0.9839937   1.046509  0.9637417  0.8636408   1.137348   1.099011
##   2020-08-13 2020-08-14 2020-08-15 2020-08-16 2020-08-17 2020-08-18 2020-08-19
## 1   0.963492   1.002773  0.9891553  0.9013119  0.9533365   1.173652   1.078982
##   2020-08-20 2020-08-21 2020-08-22 2020-08-23 2020-08-24 2020-08-25 2020-08-26
## 1  0.9889195   1.014165  0.9908839   0.886899  0.9929488   0.938483   1.497396
##   2020-08-27 2020-08-28 2020-08-29 2020-08-30 2020-08-31 2020-09-01 2020-09-02
## 1  0.9017237  0.9897238   1.029933  0.9968385  0.8905772    1.12065   1.070523
##   2020-09-03 2020-09-04 2020-09-05 2020-09-06 2020-09-07 2020-09-08 2020-09-09
## 1  0.9935386   1.037089   1.048593   1.001876  0.8348825   1.183316   1.067208
##   2020-09-10 2020-09-11 2020-09-12 2020-09-13 2020-09-14 2020-09-15 2020-09-16
## 1   1.008524   1.010554  0.9672235  0.9756178  0.9102649   1.075338   1.086227
##   2020-09-17 2020-09-18 2020-09-19 2020-09-20 2020-09-21 2020-09-22 2020-09-23
## 1  0.9849838  0.9679851  0.9921575   0.939053    0.86341   1.110065   1.037926
##   2020-09-24 2020-09-25 2020-09-26 2020-09-27 2020-09-28 2020-09-29 2020-09-30
## 1  0.9947288  0.9919816   1.037933  0.9274266  0.8590605   1.140008   1.078897
##   2020-10-01 2020-10-02 2020-10-03 2020-10-04 2020-10-05 2020-10-06 2020-10-07
## 1  0.9385287  0.9753571  0.9541119  0.9817088  0.8230166   1.175984   1.089869
##   2020-10-08 2020-10-09 2020-10-10 2020-10-11 2020-10-12 2020-10-13 2020-10-14
## 1  0.8977637   1.039378   1.015163  0.8971405  0.8293173   1.147573   1.066117
##   2020-10-15 2020-10-16 2020-10-17 2020-10-18 2020-10-19 2020-10-20 2020-10-21
## 1  0.9359455  0.9817109  0.9945187  0.9006158  0.8397042   1.155033   1.033214
##   2020-10-22 2020-10-23 2020-10-24 2020-10-25 2020-10-26 2020-10-27 2020-10-28
## 1  0.9736206  0.9816797   0.939273  0.9006364  0.8077877   1.203537   1.136423
##   2020-10-29 2020-10-30 2020-10-31 2020-11-01 2020-11-02 2020-11-03 2020-11-04
## 1  0.9752812  0.9921888  0.9729635  0.9631199  0.8469855   1.207335   1.085551
##   2020-11-05 2020-11-06 2020-11-07 2020-11-08 2020-11-09 2020-11-10 2020-11-11
## 1  0.9487751   1.057055   0.907022   1.005014  0.8294229   1.163055   1.081841
##   2020-11-12 2020-11-13 2020-11-14 2020-11-15 2020-11-16 2020-11-17 2020-11-18
## 1  0.9368333   0.995655  0.9197923  0.7432603  0.9546615   1.324178   1.180206
##   2020-11-19 2020-11-20 2020-11-21 2020-11-22 2020-11-23 2020-11-24 2020-11-25
## 1   1.006714   1.007628  0.9778725  0.9745626  0.8619124   1.168558   1.002546
##   2020-11-26 2020-11-27 2020-11-28 2020-11-29 2020-11-30 2020-12-01 2020-12-02
## 1  0.9683742  0.9591477    1.01181   0.927338  0.8025895   1.176297  0.9712327
##   2020-12-03 2020-12-04 2020-12-05 2020-12-06 2020-12-07 2020-12-08 2020-12-09
## 1   1.029366   1.001558  0.9825112   0.915859  0.8055244   1.207513  0.9825748
##   2020-12-10 2020-12-11 2020-12-12 2020-12-13 2020-12-14 2020-12-15 2020-12-16
## 1   0.931855   1.022402   1.007426  0.8947908  0.8150789   1.195649  0.9100902
##   2020-12-17 2020-12-18 2020-12-19 2020-12-20 2020-12-21 2020-12-22 2020-12-23
## 1  0.9533528    1.09882   1.058524  0.9141001  0.8035501   1.224688   1.031816
##   2020-12-24 2020-12-25 2020-12-26 2020-12-27 2020-12-28 2020-12-29 2020-12-30
## 1  0.9334331  0.9655785  0.8410183   1.068813  0.8207382   1.250548   1.061949
##   2020-12-31 2021-01-01 2021-01-02 2021-01-03 2021-01-04 2021-01-05 2021-01-06
## 1  0.9181102  0.9522835  0.9527229  0.9079606  0.9921837   1.104611   1.124834
##   2021-01-07 2021-01-08 2021-01-09 2021-01-10 2021-01-11 2021-01-12 2021-01-13
## 1  0.8915266          0         NA  0.4424282  0.7715039   1.268913   1.061247
##   2021-01-14 2021-01-15 2021-01-16 2021-01-17 2021-01-18 2021-01-19 2021-01-20
## 1  0.9199811  0.9722899  0.9990764  0.9104596  0.7288947   1.374726   1.103358
##   2021-01-21 2021-01-22 2021-01-23 2021-01-24 2021-01-25 2021-01-26 2021-01-27
## 1  0.9541459  0.9801306   1.041597  0.8891508  0.6893888   1.394089   0.919379
##   2021-01-28 2021-01-29 2021-01-30 2021-01-31 2021-02-01 2021-02-02 2021-02-03
## 1   1.616235  0.6938213  0.9970952  0.8767249  0.7550717   1.278402   1.168494
##   2021-02-04 2021-02-05 2021-02-06 2021-02-07 2021-02-08 2021-02-09 2021-02-10
## 1   0.961935  0.9439877    1.02954   0.981093   0.770011   1.214819   1.167706
##   2021-02-11 2021-02-12 2021-02-13 2021-02-14 2021-02-15 2021-02-16 2021-02-17
## 1  0.7203436   1.304437     1.0042  0.9553059  0.7829857   1.272887   1.109475
##   2021-02-18 2021-02-19 2021-02-20 2021-02-21 2021-02-22 2021-02-23 2021-02-24
## 1   1.024222   1.060638   1.019367  0.9954431  0.7454046   1.298375   1.218018
##   2021-02-25 2021-02-26 2021-02-27 2021-02-28 2021-03-01 2021-03-02 2021-03-03
## 1  0.9903812  0.9946311   1.016012  0.9258596  0.7921341   1.220007   1.161318
##   2021-03-04 2021-03-05 2021-03-06 2021-03-07 2021-03-08 2021-03-09 2021-03-10
## 1   0.967312   1.085877   1.025706  0.9917351  0.8273563   1.164609   1.275264
##   2021-03-11 2021-03-12 2021-03-13 2021-03-14 2021-03-15 2021-03-16 2021-03-17
## 1   1.018859   1.068585   1.017603   1.038349  0.9315735     1.1801   1.241082
##   2021-03-18 2021-03-19 2021-03-20 2021-03-21 2021-03-22 2021-03-23 2021-03-24
## 1   1.107468   1.030887   1.070642   1.070816  0.8671807   1.160801    1.13148
##   2021-03-25 2021-03-26 2021-03-27 2021-03-28 2021-03-29 2021-03-30 2021-03-31
## 1   1.105505   1.053114   1.007324   1.084606  0.8263893  0.9514152   1.352468
##   2021-04-01 2021-04-02 2021-04-03 2021-04-04 2021-04-05 2021-04-06 2021-04-07
## 1    1.12631   1.094064   1.046225   1.110553  0.9364994   1.193376   1.095502
##   2021-04-08 2021-04-09 2021-04-10 2021-04-11 2021-04-12 2021-04-13 2021-04-14
## 1   1.040847   1.101661   1.051553   1.104874  0.9575163   1.139956   1.088772
##   2021-04-15 2021-04-16 2021-04-17 2021-04-18 2021-04-19 2021-04-20 2021-04-21
## 1   1.082764   1.079773   1.113775   1.047469   0.946549   1.138872   1.066019
##   2021-04-22 2021-04-23 2021-04-24 2021-04-25 2021-04-26 2021-04-27 2021-04-28
## 1   1.058088   1.041647   1.008377   1.009437  0.9151027   1.117341   1.050927
##   2021-04-29 2021-04-30 2021-05-01 2021-05-02 2021-05-03 2021-05-04 2021-05-05
## 1   1.019106   1.039937  0.9763553  0.9377612  0.9708091    1.06949    1.07925
##   2021-05-06 2021-05-07 2021-05-08 2021-05-09 2021-05-10 2021-05-11 2021-05-12
## 1    1.00426  0.9683477   1.005802  0.9085014  0.9002658   1.056007    1.04106
##   2021-05-13 2021-05-14 2021-05-15 2021-05-16 2021-05-17 2021-05-18 2021-05-19
## 1  0.9460117  0.9503241  0.9542224  0.9042838  0.9365533   1.014423   1.032828
##   2021-05-20 2021-05-21 2021-05-22 2021-05-23 2021-05-24 2021-05-25 2021-05-26
## 1  0.9400275  0.9913235  0.9360394   0.923074  0.8835526   1.063606   1.011378
##   2021-05-27 2021-05-28 2021-05-29 2021-05-30 2021-05-31 2021-06-01 2021-06-02
## 1   0.881996  0.9325299  0.9526037  0.9225686  0.8348501   1.041393   1.010287
##   2021-06-03 2021-06-04 2021-06-05 2021-06-06 2021-06-07 2021-06-08 2021-06-09
## 1  0.9866571  0.9105875   0.949647  0.8792242  0.8595135   1.070499   1.009363
##   2021-06-10 2021-06-11 2021-06-12 2021-06-13 2021-06-14 2021-06-15 2021-06-16
## 1  0.9874603  0.9137619  0.9585211  0.8711804  0.8587069   1.028989   1.080098
##   2021-06-17 2021-06-18 2021-06-19 2021-06-20 2021-06-21 2021-06-22 2021-06-23
## 1  0.9296512  0.9723592  0.9584053  0.9179576  0.7977698   1.192495   1.063346
##   2021-06-24 2021-06-25 2021-06-26 2021-06-27 2021-06-28 2021-06-29 2021-06-30
## 1  0.9555753  0.9425359   1.027558  0.9222222  0.8140331   1.223207   1.061696
##   2021-07-01 2021-07-02 2021-07-03 2021-07-04 2021-07-05 2021-07-06 2021-07-07
## 1  0.9555405  0.9462428  0.9764231  0.9239628  0.8720223   1.260208   1.049368
##   2021-07-08 2021-07-09 2021-07-10 2021-07-11 2021-07-12 2021-07-13 2021-07-14
## 1  0.9455461  0.9855507  0.9705373  0.8951477  0.8856651   1.181092   1.073794
##   2021-07-15 2021-07-16 2021-07-17 2021-07-18 2021-07-19 2021-07-20 2021-07-21
## 1  0.9332902  0.9776631   1.080832  0.9272785   0.788518   1.396172  0.9849578
##   2021-07-22 2021-07-23 2021-07-24 2021-07-25 2021-07-26 2021-07-27 2021-07-28
## 1  0.8540222   1.106248   1.016497  0.9904132  0.7542745   1.470376  0.9966784
##   2021-07-29 2021-07-30 2021-07-31 2021-08-01 2021-08-02 2021-08-03 2021-08-04
## 1   1.016571  0.9416459    1.00437   0.959432  0.7611751   1.395299   1.008375
##   2021-08-05 2021-08-06 2021-08-07 2021-08-08 2021-08-09 2021-08-10 2021-08-11
## 1   1.038644  0.8652644   1.011442  0.9085999  0.7945013   1.359843   1.074101
##   2021-08-12 2021-08-13 2021-08-14 2021-08-15 2021-08-16 2021-08-17 2021-08-18
## 1  0.9739046  0.9637836   0.933173  0.9128121  0.7640647   1.397838   1.034766
##   2021-08-19 2021-08-20 2021-08-21 2021-08-22 2021-08-23 2021-08-24 2021-08-25
## 1    1.00467  0.9421946  0.8981629  0.8101331   1.015755   1.476146   1.227995
##   2021-08-26 2021-08-27 2021-08-28 2021-08-29 2021-08-30 2021-08-31 2021-09-01
## 1  0.9673772   1.047046  0.9641566  0.9517778  0.7210842   1.356291   1.122173
##   2021-09-02 2021-09-03 2021-09-04 2021-09-05 2021-09-06 2021-09-07 2021-09-08
## 1   0.963051   0.939716   1.003473  0.9107235  0.8016329   1.213087   1.142257
##   2021-09-09 2021-09-10 2021-09-11 2021-09-12 2021-09-13 2021-09-14 2021-09-15
## 1  0.8083813  0.9543362  0.8566335   0.953237  0.9321201   1.069753    1.12489
##   2021-09-16 2021-09-17 2021-09-18 2021-09-19 2021-09-20 2021-09-21 2021-09-22
## 1   1.125384   1.036596  0.8629073  0.9831996  0.8631346    1.03251   1.183912
##   2021-09-23 2021-09-24 2021-09-25 2021-09-26 2021-09-27 2021-09-28 2021-09-29
## 1   0.983053  0.9437257  0.9564425  0.9193321  0.7217465    1.00399     1.2469
##   2021-09-30 2021-10-01 2021-10-02 2021-10-03 2021-10-04 2021-10-05 2021-10-06
## 1   1.135917  0.9112134  0.9379157  0.9105595  0.8820616   1.026545   1.191048
##   2021-10-07 2021-10-08 2021-10-09 2021-10-10 2021-10-11 2021-10-12 2021-10-13
## 1  0.9476617  0.9286353  0.9202634  0.9981284  0.7893779   1.105498   1.199962
##   2021-10-14 2021-10-15 2021-10-16 2021-10-17 2021-10-18 2021-10-19 2021-10-20
## 1  0.8880813  0.9477523  0.8851761  0.9611198  0.9604295    1.11985   1.261985
##   2021-10-21 2021-10-22 2021-10-23 2021-10-24 2021-10-25 2021-10-26 2021-10-27
## 1  0.8554243   1.034208  0.9742742   0.899409  0.8687264   1.082314     1.2011
##   2021-10-28 2021-10-29 2021-10-30 2021-10-31 2021-11-01 2021-11-02 2021-11-03
## 1  0.8880911  0.9975606  0.8963879  0.9753702  0.8329071   1.141994     1.0825
##   2021-11-04 2021-11-05 2021-11-06 2021-11-07 2021-11-08 2021-11-09 2021-11-10
## 1  0.9878929  0.8585906  0.9905755   1.060225  0.8822094   1.132333   1.141723
##   2021-11-11 2021-11-12 2021-11-13 2021-11-14 2021-11-15 2021-11-16 2021-11-17
## 1  0.9560767  0.9467881  0.9511392  0.9075504  0.8666536   1.150254   1.168873
##   2021-11-18 2021-11-19 2021-11-20 2021-11-21 2021-11-22 2021-11-23 2021-11-24
## 1  0.9317896  0.9276067   1.018055  0.8093059  0.8929076   1.224832  0.9823333
##   2021-11-25 2021-11-26 2021-11-27 2021-11-28 2021-11-29 2021-11-30 2021-12-01
## 1   1.156815  0.7885108   1.054821  0.9470025  0.8412565   1.280973   1.090574
##   2021-12-02 2021-12-03 2021-12-04 2021-12-05 2021-12-06 2021-12-07 2021-12-08
## 1  0.9437788  0.9334852          0         NA  0.3966048   1.237027   1.116128
##   2021-12-09 2021-12-10 2021-12-11 2021-12-12 2021-12-13 2021-12-14 2021-12-15
## 1  0.8920268  0.9509641  0.9858573  0.9330964  0.7869388   1.207469   1.141753
##   2021-12-16 2021-12-17 2021-12-18 2021-12-19 2021-12-20 2021-12-21 2021-12-22
## 1  0.9339102          0         NA   1.909587  0.3903547   1.186068   1.186481
##   2021-12-23 2021-12-24 2021-12-25 2021-12-26 2021-12-27 2021-12-28 2021-12-29
## 1  0.8872582   1.081053  0.9719015  0.9347359  0.9735109   1.446209    1.43056
##   2021-12-30 2021-12-31 2022-01-01 2022-01-02 2022-01-03 2022-01-04 2022-01-05
## 1   1.274441   1.358566   1.209791   1.224912   1.107526   1.554268   1.565107
##   2022-01-06 2022-01-07 2022-01-08 2022-01-09 2022-01-10 2022-01-11 2022-01-12
## 1   1.287832   1.212519    1.12428   1.125858  0.9351224   1.158613    1.27063
##   2022-01-13 2022-01-14 2022-01-15 2022-01-16 2022-01-17 2022-01-18 2022-01-19
## 1   1.067841   1.017528   1.008812  0.9516486  0.9222323    1.18886    1.12214
##   2022-01-20 2022-01-21 2022-01-22 2022-01-23 2022-01-24 2022-01-25 2022-01-26
## 1   1.093603  0.9724985  0.9876489  0.9176423  0.8360147   1.117402   1.001644
##   2022-01-27 2022-01-28 2022-01-29 2022-01-30 2022-01-31 2022-02-01 2022-02-02
## 1  0.8771754  0.9375938  0.9946886  0.8960095  0.7958298  0.9660419   1.068451
##   2022-02-03 2022-02-04 2022-02-05 2022-02-06 2022-02-07 2022-02-08 2022-02-09
## 1  0.8663887  0.8564735  0.8399556  0.7804306  0.8059159   1.055742  0.9400126
##   2022-02-10 2022-02-11 2022-02-12 2022-02-13 2022-02-14 2022-02-15 2022-02-16
## 1  0.8657355  0.8679339   0.890293  0.7601444  0.8034767   1.116969   1.004638
##   2022-02-17 2022-02-18 2022-02-19 2022-02-20 2022-02-21 2022-02-22 2022-02-23
## 1   0.842735  0.8591821  0.8966322  0.8038361  0.8351505   1.126595  0.9368296
##   2022-02-24 2022-02-25 2022-02-26 2022-02-27 2022-02-28 2022-03-01 2022-03-02
## 1  0.9305909   0.873386   0.893382  0.7800058  0.8629727   1.092408  0.8685465
##   2022-03-03 2022-03-04 2022-03-05 2022-03-06 2022-03-07 2022-03-08 2022-03-09
## 1  0.9748514  0.9257348  0.9248438  0.7965668  0.9154058   1.145755  0.9145355
##   2022-03-10 2022-03-11 2022-03-12 2022-03-13 2022-03-14 2022-03-15 2022-03-16
## 1    1.00239  0.8617072  0.8622025  0.8032734   1.025969   1.119938  0.8828234
##   2022-03-17 2022-03-18 2022-03-19 2022-03-20 2022-03-21 2022-03-22 2022-03-23
## 1  0.9956676   0.820807  0.8486747  0.8796139   1.020658   1.124605   1.089989
##   2022-03-24 2022-03-25 2022-03-26 2022-03-27 2022-03-28 2022-03-29 2022-03-30
## 1   0.869453  0.9851632  0.8560241  0.8937368  0.9913386  0.9793487  0.9935118
##   2022-03-31 2022-04-01 2022-04-02 2022-04-03 2022-04-04 2022-04-05 2022-04-06
## 1   1.089796  0.9438202  0.8698413  0.8330292  0.8707558   1.366038  0.9511971
##   2022-04-07 2022-04-08 2022-04-09 2022-04-10 2022-04-11 2022-04-12 2022-04-13
## 1   1.073572    1.03697  0.9165217   0.816888  0.9245064   1.366834  0.9255515
##   2022-04-14 2022-04-15 2022-04-16 2022-04-17 2022-04-18 2022-04-19 2022-04-20
## 1  0.9424032   1.027397   1.179487   1.898261  0.5712322   1.657578   1.151427
##   2022-04-21 2022-04-22 2022-04-23 2022-04-24  2022-04-25 2022-04-26 2022-04-27
## 1   1.029832   1.031008   1.026118   0.979946 0.004329004   490.8182    0.61178
##   2022-04-28 2022-04-29 2022-04-30 2022-05-01 2022-05-02 2022-05-03 2022-05-04
## 1   1.022404   1.092094  0.9013015  0.9497593  0.8134305   1.248053   1.021841
##   2022-05-05 2022-05-06 2022-05-07 2022-05-08 2022-05-09 2022-05-10 2022-05-11
## 1   1.082443   1.073343  0.9069645  0.9292959  0.7134394   1.266171  0.9758371
##   2022-05-12 2022-05-13 2022-05-14 2022-05-15 2022-05-16 2022-05-17 2022-05-18
## 1   1.004952   1.005984  0.8701889  0.8854041  0.7125341   1.165711    1.29251
##   2022-05-19 2022-05-20 2022-05-21 2022-05-22 2022-05-23 2022-05-24 2022-05-25
## 1  0.9555838   1.028331  0.9582437  0.9083558  0.8283877    1.26806   1.237288
##   2022-05-26 2022-05-27 2022-05-28 2022-05-29 2022-05-30 2022-05-31 2022-06-01
## 1   1.031202  0.9907749   1.053259    0.95686  0.8640059    1.17408   1.352277
##   2022-06-02 2022-06-03 2022-06-04 2022-06-05 2022-06-06 2022-06-07 2022-06-08
## 1   1.088631  0.9804504   1.077739    1.05808  0.8220452   1.408993   1.383528
##   2022-06-09 2022-06-10 2022-06-11 2022-06-12 2022-06-13 2022-06-14 2022-06-15
## 1   1.047514   1.098233   1.030376  0.9419716  0.8156853   1.337883    1.38438
##   2022-06-16 2022-06-17 2022-06-18 2022-06-19 2022-06-20 2022-06-21 2022-06-22
## 1   1.051912   1.028723  0.9760139   0.990852  0.7763868   1.234405   1.086864
##   2022-06-23 2022-06-24 2022-06-25 2022-06-26 2022-06-27 2022-06-28 2022-06-29
## 1   1.302186  0.9194739  0.7364492   1.454383  0.6907398   1.230052   1.297325
##   2022-06-30 2022-07-01 2022-07-02 2022-07-03 2022-07-04 2022-07-05 2022-07-06
## 1   0.907062   1.001289  0.9421367   1.001987  0.8110319   1.234831   1.171483
##   2022-07-07 2022-07-08 2022-07-09 2022-07-10 2022-07-11 2022-07-12 2022-07-13
## 1   0.993925   1.001329  0.9690552  0.9135126  0.8163449   1.241719   1.191234
##   2022-07-14 2022-07-15 2022-07-16 2022-07-17 2022-07-18 2022-07-19 2022-07-20
## 1  0.9949849   1.000299   1.024147  0.8249708  0.9169176   1.198867   1.238182
##   2022-07-21 2022-07-22 2022-07-23 2022-07-24 2022-07-25 2022-07-26 2022-07-27
## 1  0.9690672  0.9585441    0.94713  0.8316978  0.8792838   1.234862   1.122536
##   2022-07-28 NA
## 1          0 NA
growth.rate(confirmed_case,geo.loc='UNITED ARAB EMIRATES')
## Processing...  UNITED ARAB EMIRATES

## $Changes
##                geo.loc 2020-01-23 2020-01-24 2020-01-25 2020-01-26 2020-01-27
## 1 UNITED ARAB EMIRATES          0          0          0          0          0
##   2020-01-28 2020-01-29 2020-01-30 2020-01-31 2020-02-01 2020-02-02 2020-02-03
## 1          0          4          0          0          0          1          0
##   2020-02-04 2020-02-05 2020-02-06 2020-02-07 2020-02-08 2020-02-09 2020-02-10
## 1          0          0          0          0          2          0          1
##   2020-02-11 2020-02-12 2020-02-13 2020-02-14 2020-02-15 2020-02-16 2020-02-17
## 1          0          0          0          0          0          1          0
##   2020-02-18 2020-02-19 2020-02-20 2020-02-21 2020-02-22 2020-02-23 2020-02-24
## 1          0          0          0          0          4          0          0
##   2020-02-25 2020-02-26 2020-02-27 2020-02-28 2020-02-29 2020-03-01 2020-03-02
## 1          0          0          0          6          2          0          0
##   2020-03-03 2020-03-04 2020-03-05 2020-03-06 2020-03-07 2020-03-08 2020-03-09
## 1          6          0          2          0         16          0          0
##   2020-03-10 2020-03-11 2020-03-12 2020-03-13 2020-03-14 2020-03-15 2020-03-16
## 1         29          0         11          0          0         13          0
##   2020-03-17 2020-03-18 2020-03-19 2020-03-20 2020-03-21 2020-03-22 2020-03-23
## 1          0         15         27          0         13          0         45
##   2020-03-24 2020-03-25 2020-03-26 2020-03-27 2020-03-28 2020-03-29 2020-03-30
## 1         50         85          0         72         63        102         41
##   2020-03-31 2020-04-01 2020-04-02 2020-04-03 2020-04-04 2020-04-05 2020-04-06
## 1         53        150        210        240        241        294        277
##   2020-04-07 2020-04-08 2020-04-09 2020-04-10 2020-04-11 2020-04-12 2020-04-13
## 1        283        300        331        370        376        387        398
##   2020-04-14 2020-04-15 2020-04-16 2020-04-17 2020-04-18 2020-04-19 2020-04-20
## 1        412        432        460        477          0        479        484
##   2020-04-21 2020-04-22 2020-04-23 2020-04-24 2020-04-25 2020-04-26 2020-04-27
## 1        490        483        518        525        532        536        490
##   2020-04-28 2020-04-29 2020-04-30 2020-05-01 2020-05-02 2020-05-03 2020-05-04
## 1        541        549        552        557        561        564        567
##   2020-05-05 2020-05-06 2020-05-07 2020-05-08 2020-05-09 2020-05-10 2020-05-11
## 1        462        546        502        553        624        781        680
##   2020-05-12 2020-05-13 2020-05-14 2020-05-15 2020-05-16 2020-05-17 2020-05-18
## 1        783        725        698        747        796        731        832
##   2020-05-19 2020-05-20 2020-05-21 2020-05-22 2020-05-23 2020-05-24 2020-05-25
## 1        873        941        894        994        812        781        822
##   2020-05-26 2020-05-27 2020-05-28 2020-05-29 2020-05-30 2020-05-31 2020-06-01
## 1        779        883        563        638        726        661        635
##   2020-06-02 2020-06-03 2020-06-04 2020-06-05 2020-06-06 2020-06-07 2020-06-08
## 1        596        571        659        624        626        540        568
##   2020-06-09 2020-06-10 2020-06-11 2020-06-12 2020-06-13 2020-06-14 2020-06-15
## 1        528        603        479        513        491        304        342
##   2020-06-16 2020-06-17 2020-06-18 2020-06-19 2020-06-20 2020-06-21 2020-06-22
## 1        346        382        388        393        388        392        378
##   2020-06-23 2020-06-24 2020-06-25 2020-06-26 2020-06-27 2020-06-28 2020-06-29
## 1        380        450        430        410        387        437        449
##   2020-06-30 2020-07-01 2020-07-02 2020-07-03 2020-07-04 2020-07-05 2020-07-06
## 1        421        402        400        672        716        683        528
##   2020-07-07 2020-07-08 2020-07-09 2020-07-10 2020-07-11 2020-07-12 2020-07-13
## 1        532        445        532        473        403        401        344
##   2020-07-14 2020-07-15 2020-07-16 2020-07-17 2020-07-18 2020-07-19 2020-07-20
## 1        375        275        281        293        289        211        271
##   2020-07-21 2020-07-22 2020-07-23 2020-07-24 2020-07-25 2020-07-26 2020-07-27
## 1        305        236        254        261        313        351        264
##   2020-07-28 2020-07-29 2020-07-30 2020-07-31 2020-08-01 2020-08-02 2020-08-03
## 1        369        375        302        283        254        239        164
##   2020-08-04 2020-08-05 2020-08-06 2020-08-07 2020-08-08 2020-08-09 2020-08-10
## 1        189        254        239        216        239        225        179
##   2020-08-11 2020-08-12 2020-08-13 2020-08-14 2020-08-15 2020-08-16 2020-08-17
## 1        262        246        277        330        283        210        229
##   2020-08-18 2020-08-19 2020-08-20 2020-08-21 2020-08-22 2020-08-23 2020-08-24
## 1        365        435        461        391        424        390        275
##   2020-08-25 2020-08-26 2020-08-27 2020-08-28 2020-08-29 2020-08-30 2020-08-31
## 1        339        399        491        390        427        362        541
##   2020-09-01 2020-09-02 2020-09-03 2020-09-04 2020-09-05 2020-09-06 2020-09-07
## 1        574        735        614        612        705        513        470
##   2020-09-08 2020-09-09 2020-09-10 2020-09-11 2020-09-12 2020-09-13 2020-09-14
## 1        644        883        930        931       1007        640        777
##   2020-09-15 2020-09-16 2020-09-17 2020-09-18 2020-09-19 2020-09-20 2020-09-21
## 1        674        842        786        865        809        674        679
##   2020-09-22 2020-09-23 2020-09-24 2020-09-25 2020-09-26 2020-09-27 2020-09-28
## 1        852       1083       1002       1008       1078        851        626
##   2020-09-29 2020-09-30 2020-10-01 2020-10-02 2020-10-03 2020-10-04 2020-10-05
## 1        995       1100       1158       1181       1231       1041        932
##   2020-10-06 2020-10-07 2020-10-08 2020-10-09 2020-10-10 2020-10-11 2020-10-12
## 1       1061       1046       1089       1075       1129       1096       1064
##   2020-10-13 2020-10-14 2020-10-15 2020-10-16 2020-10-17 2020-10-18 2020-10-19
## 1       1315       1431       1398       1412       1538       1215        915
##   2020-10-20 2020-10-21 2020-10-22 2020-10-23 2020-10-24 2020-10-25 2020-10-26
## 1       1077       1538       1578       1563       1491       1359       1111
##   2020-10-27 2020-10-28 2020-10-29 2020-10-30 2020-10-31 2020-11-01 2020-11-02
## 1       1390       1400       1312       1172       1121       1278       1234
##   2020-11-03 2020-11-04 2020-11-05 2020-11-06 2020-11-07 2020-11-08 2020-11-09
## 1       1008       1161       1289       1292       1141       1111       1146
##   2020-11-10 2020-11-11 2020-11-12 2020-11-13 2020-11-14 2020-11-15 2020-11-16
## 1       1096       1214       1136       1226       1174       1210       1209
##   2020-11-17 2020-11-18 2020-11-19 2020-11-20 2020-11-21 2020-11-22 2020-11-23
## 1       1255       1292       1153       1269       1262       1205       1065
##   2020-11-24 2020-11-25 2020-11-26 2020-11-27 2020-11-28 2020-11-29 2020-11-30
## 1       1310       1297       1305       1283       1252       1251       1107
##   2020-12-01 2020-12-02 2020-12-03 2020-12-04 2020-12-05 2020-12-06 2020-12-07
## 1       1289       1285       1317       1311       1214       1153       1148
##   2020-12-08 2020-12-09 2020-12-10 2020-12-11 2020-12-12 2020-12-13 2020-12-14
## 1       1260       1313       1255       1196       1154       1194       1092
##   2020-12-15 2020-12-16 2020-12-17 2020-12-18 2020-12-19 2020-12-20 2020-12-21
## 1       1226       1278       1321       1284       1254       1171       1077
##   2020-12-22 2020-12-23 2020-12-24 2020-12-25 2020-12-26 2020-12-27 2020-12-28
## 1       1226       1246       1311       1230       1227        944       1027
##   2020-12-29 2020-12-30 2020-12-31 2021-01-01 2021-01-02 2021-01-03 2021-01-04
## 1       1506       1723       1730       1856       1963       1590       1501
##   2021-01-05 2021-01-06 2021-01-07 2021-01-08 2021-01-09 2021-01-10 2021-01-11
## 1       1967       2067       2988       2950       2998       2876       2404
##   2021-01-12 2021-01-13 2021-01-14 2021-01-15 2021-01-16 2021-01-17 2021-01-18
## 1       3243       3362       3382       3407       3432       3453       3471
##   2021-01-19 2021-01-20 2021-01-21 2021-01-22 2021-01-23 2021-01-24 2021-01-25
## 1       3491       3506       3529       3552       3566       3579       3591
##   2021-01-26 2021-01-27 2021-01-28 2021-01-29 2021-01-30 2021-01-31 2021-02-01
## 1       3601       3939       3966       3962       3647       2948       2730
##   2021-02-02 2021-02-03 2021-02-04 2021-02-05 2021-02-06 2021-02-07 2021-02-08
## 1       3310       3977       3249       3251       3276       3093       2798
##   2021-02-09 2021-02-10 2021-02-11 2021-02-12 2021-02-13 2021-02-14 2021-02-15
## 1       3310       3539       3525       3307       2631       3167       3123
##   2021-02-16 2021-02-17 2021-02-18 2021-02-19 2021-02-20 2021-02-21 2021-02-22
## 1       3236       3452       3294       3140       3158       2250       2105
##   2021-02-23 2021-02-24 2021-02-25 2021-02-26 2021-02-27 2021-02-28 2021-03-01
## 1       3005       3102       3025       3498       3434       2930       2526
##   2021-03-02 2021-03-03 2021-03-04 2021-03-05 2021-03-06 2021-03-07 2021-03-08
## 1       2721       2692       2742       3072       2959       2613       2483
##   2021-03-09 2021-03-10 2021-03-11 2021-03-12 2021-03-13 2021-03-14 2021-03-15
## 1       2373       2204       2087       2250       2159       1992       1898
##   2021-03-16 2021-03-17 2021-03-18 2021-03-19 2021-03-20 2021-03-21 2021-03-22
## 1       2018       2051       2101       2160       2013       1717       1871
##   2021-03-23 2021-03-24 2021-03-25 2021-03-26 2021-03-27 2021-03-28 2021-03-29
## 1       2172       2196       2043       2128       2304       2128       1874
##   2021-03-30 2021-03-31 2021-04-01 2021-04-02 2021-04-03 2021-04-04 2021-04-05
## 1       2289       2084       2315       2180       2084       2113       2012
##   2021-04-06 2021-04-07 2021-04-08 2021-04-09 2021-04-10 2021-04-11 2021-04-12
## 1       1988       1883       2112       1875       1931       1810       1928
##   2021-04-13 2021-04-14 2021-04-15 2021-04-16 2021-04-17 2021-04-18 2021-04-19
## 1       2022       1798       1928       1843       1958       1930       1803
##   2021-04-20 2021-04-21 2021-04-22 2021-04-23 2021-04-24 2021-04-25 2021-04-26
## 1       1903       1931       2081       1973       2080       1813       1759
##   2021-04-27 2021-04-28 2021-04-29 2021-04-30 2021-05-01 2021-05-02 2021-05-03
## 1       2094       1710       1961       1974       1712       1847       1772
##   2021-05-04 2021-05-05 2021-05-06 2021-05-07 2021-05-08 2021-05-09 2021-05-10
## 1       1699       1954       1724       1766       1735       1572       1507
##   2021-05-11 2021-05-12 2021-05-13 2021-05-14 2021-05-15 2021-05-16 2021-05-17
## 1       1614       1508       1512       1452       1321       1251       1229
##   2021-05-18 2021-05-19 2021-05-20 2021-05-21 2021-05-22 2021-05-23 2021-05-24
## 1       1270       1348       1401       1490       1596       1591       1512
##   2021-05-25 2021-05-26 2021-05-27 2021-05-28 2021-05-29 2021-05-30 2021-05-31
## 1       1672       1757       2167       2236       1812       1810       1763
##   2021-06-01 2021-06-02 2021-06-03 2021-06-04 2021-06-05 2021-06-06 2021-06-07
## 1       1968       2154       1989       2062       2188       1874       1968
##   2021-06-08 2021-06-09 2021-06-10 2021-06-11 2021-06-12 2021-06-13 2021-06-14
## 1       2205       2179          0       4471       2123       1969       1837
##   2021-06-15 2021-06-16 2021-06-17 2021-06-18 2021-06-19 2021-06-20 2021-06-21
## 1       2127       2011       2167       1942       2109       1850       1964
##   2021-06-22 2021-06-23 2021-06-24 2021-06-25 2021-06-26 2021-06-27 2021-06-28
## 1       2167       1988       2161       2223       2282       2122       2040
##   2021-06-29 2021-06-30 2021-07-01 2021-07-02 2021-07-03 2021-07-04 2021-07-05
## 1       2184       1747       1675       1663       1632       1599       1573
##   2021-07-06 2021-07-07 2021-07-08 2021-07-09 2021-07-10 2021-07-11 2021-07-12
## 1       1552       1513       1539       1529       1520       1518       1542
##   2021-07-13 2021-07-14 2021-07-15 2021-07-16 2021-07-17 2021-07-18 2021-07-19
## 1       1522       1529       1541       1530       1565       1529       1508
##   2021-07-20 2021-07-21 2021-07-22 2021-07-23 2021-07-24 2021-07-25 2021-07-26
## 1       1541       1506       1547       1521       1507       1528       1549
##   2021-07-27 2021-07-28 2021-07-29 2021-07-30 2021-07-31 2021-08-01 2021-08-02
## 1       1539       1527       1550       1520       1537       1519       1537
##   2021-08-03 2021-08-04 2021-08-05 2021-08-06 2021-08-07 2021-08-08 2021-08-09
## 1       1548       1519       1508       1520       1545       1410       1321
##   2021-08-10 2021-08-11 2021-08-12 2021-08-13 2021-08-14 2021-08-15 2021-08-16
## 1       1334       1287       1260       1215       1206       1189       1109
##   2021-08-17 2021-08-18 2021-08-19 2021-08-20 2021-08-21 2021-08-22 2021-08-23
## 1       1115       1089       1077       1070       1066       1076       1060
##   2021-08-24 2021-08-25 2021-08-26 2021-08-27 2021-08-28 2021-08-29 2021-08-30
## 1        990        983        991        994        998        987        993
##   2021-08-31 2021-09-01 2021-09-02 2021-09-03 2021-09-04 2021-09-05 2021-09-06
## 1        996        985        975        978        984        971        977
##   2021-09-07 2021-09-08 2021-09-09 2021-09-10 2021-09-11 2021-09-12 2021-09-13
## 1        952        833        772        744        725        620        632
##   2021-09-14 2021-09-15 2021-09-16 2021-09-17 2021-09-18 2021-09-19 2021-09-20
## 1        617        608        564        521        471        391        313
##   2021-09-21 2021-09-22 2021-09-23 2021-09-24 2021-09-25 2021-09-26 2021-09-27
## 1        322        318        329        303        321        298        286
##   2021-09-28 2021-09-29 2021-09-30 2021-10-01 2021-10-02 2021-10-03 2021-10-04
## 1        277        270        265        276        256        184        189
##   2021-10-05 2021-10-06 2021-10-07 2021-10-08 2021-10-09 2021-10-10 2021-10-11
## 1        176        156        144        136        146        111        124
##   2021-10-12 2021-10-13 2021-10-14 2021-10-15 2021-10-16 2021-10-17 2021-10-18
## 1        136        126        116        104        115         99        104
##   2021-10-19 2021-10-20 2021-10-21 2021-10-22 2021-10-23 2021-10-24 2021-10-25
## 1        122        112         94         88         84         94         97
##   2021-10-26 2021-10-27 2021-10-28 2021-10-29 2021-10-30 2021-10-31 2021-11-01
## 1         90         95         88         82         88         81         78
##   2021-11-02 2021-11-03 2021-11-04 2021-11-05 2021-11-06 2021-11-07 2021-11-08
## 1         74         79         73         80         73         70         68
##   2021-11-09 2021-11-10 2021-11-11 2021-11-12 2021-11-13 2021-11-14 2021-11-15
## 1         72         75         82         72         78         66         61
##   2021-11-16 2021-11-17 2021-11-18 2021-11-19 2021-11-20 2021-11-21 2021-11-22
## 1         68         74         66         77         79         63         67
##   2021-11-23 2021-11-24 2021-11-25 2021-11-26 2021-11-27 2021-11-28 2021-11-29
## 1         70         73         77         70         68         60         58
##   2021-11-30 2021-12-01 2021-12-02 2021-12-03 2021-12-04 2021-12-05 2021-12-06
## 1         65         68          0         54         51        114         48
##   2021-12-07 2021-12-08 2021-12-09 2021-12-10 2021-12-11 2021-12-12 2021-12-13
## 1         62         69         60         74         78         83         92
##   2021-12-14 2021-12-15 2021-12-16 2021-12-17 2021-12-18 2021-12-19 2021-12-20
## 1        110        148        200        234          0        551        301
##   2021-12-21 2021-12-22 2021-12-23 2021-12-24 2021-12-25 2021-12-26 2021-12-27
## 1        452        665       1002       1352       1621       1803       1732
##   2021-12-28 2021-12-29 2021-12-30 2021-12-31 2022-01-01 2022-01-02 2022-01-03
## 1       1846       2234       2366       2426       2556       2600       2515
##   2022-01-04 2022-01-05 2022-01-06 2022-01-07 2022-01-08 2022-01-09 2022-01-10
## 1       2581       2708       2687       2627       2655       2759       2562
##   2022-01-11 2022-01-12 2022-01-13 2022-01-14 2022-01-15 2022-01-16 2022-01-17
## 1       2511       2616       2683       3068       3116       3067       2989
##   2022-01-18 2022-01-19 2022-01-20 2022-01-21 2022-01-22 2022-01-23 2022-01-24
## 1       2792       2902       3014       2921       3020       2813       2629
##   2022-01-25 2022-01-26 2022-01-27 2022-01-28 2022-01-29 2022-01-30 2022-01-31
## 1       2504       2369       2638       2545       2355       2291       2028
##   2022-02-01 2022-02-02 2022-02-03 2022-02-04 2022-02-05 2022-02-06 2022-02-07
## 1       2084       2163       2232       2114       1991       2015       1704
##   2022-02-08 2022-02-09 2022-02-10 2022-02-11 2022-02-12 2022-02-13 2022-02-14
## 1       1615       1538       1588       1474       1395       1266       1191
##   2022-02-15 2022-02-16 2022-02-17 2022-02-18 2022-02-19 2022-02-20 2022-02-21
## 1        930        957        895        882        790        725        651
##   2022-02-22 2022-02-23 2022-02-24 2022-02-25 2022-02-26 2022-02-27 2022-02-28
## 1        626        740        782        696        644        622        605
##   2022-03-01 2022-03-02 2022-03-03 2022-03-04 2022-03-05 2022-03-06 2022-03-07
## 1        478        519        502        447        558        407        386
##   2022-03-08 2022-03-09 2022-03-10 2022-03-11 2022-03-12 2022-03-13 2022-03-14
## 1        323        392        369        382        353        318        296
##   2022-03-15 2022-03-16 2022-03-17 2022-03-18 2022-03-19 2022-03-20 2022-03-21
## 1        280        318        386        331        367        347        338
##   2022-03-22 2022-03-23 2022-03-24 2022-03-25 2022-03-26 2022-03-27 2022-03-28
## 1        316        332        390        348        341        315        286
##   2022-03-29 2022-03-30 2022-03-31 2022-04-01 2022-04-02 2022-04-03 2022-04-04
## 1        301        288        313        288        284        298        300
##   2022-04-05 2022-04-06 2022-04-07 2022-04-08 2022-04-09 2022-04-10 2022-04-11
## 1        244        215        143        240        226        224        208
##   2022-04-12 2022-04-13 2022-04-14 2022-04-15 2022-04-16 2022-04-17 2022-04-18
## 1        216        337        256        239        246        201        198
##   2022-04-19 2022-04-20 2022-04-21 2022-04-22 2022-04-23 2022-04-24 2022-04-25
## 1        229        249        231        259        261        244        215
##   2022-04-26 2022-04-27 2022-04-28 2022-04-29 2022-04-30 2022-05-01 2022-05-02
## 1        207        212        275        265        261        240        222
##   2022-05-03 2022-05-04 2022-05-05 2022-05-06 2022-05-07 2022-05-08 2022-05-09
## 1        209        199        196        198        191        225        233
##   2022-05-10 2022-05-11 2022-05-12 2022-05-13 2022-05-14 2022-05-15 2022-05-16
## 1        280        312        364        369        352        323        319
##   2022-05-17 2022-05-18 2022-05-19 2022-05-20 2022-05-21 2022-05-22 2022-05-23
## 1        281        298        349        362        373        364        321
##   2022-05-24 2022-05-25 2022-05-26 2022-05-27 2022-05-28 2022-05-29 2022-05-30
## 1        317        373        395        403        430        372        383
##   2022-05-31 2022-06-01 2022-06-02 2022-06-03 2022-06-04 2022-06-05 2022-06-06
## 1        381        442        575        593        523        597        579
##   2022-06-07 2022-06-08 2022-06-09 2022-06-10 2022-06-11 2022-06-12 2022-06-13
## 1        572        867       1031       1084       1179       1249       1319
##   2022-06-14 2022-06-15 2022-06-16 2022-06-17 2022-06-18 2022-06-19 2022-06-20
## 1       1356       1395       1435       1433       1464       1489       1532
##   2022-06-21 2022-06-22 2022-06-23 2022-06-24 2022-06-25 2022-06-26 2022-06-27
## 1       1556       1592       1621       1657       1692       1722       1744
##   2022-06-28 2022-06-29 2022-06-30 2022-07-01 2022-07-02 2022-07-03 2022-07-04
## 1       1750       1769       1778       1788       1796       1812       1764
##   2022-07-05 2022-07-06 2022-07-07 2022-07-08 2022-07-09 2022-07-10 2022-07-11
## 1       1732       1690       1688       1666       1609       1592       1584
##   2022-07-12 2022-07-13 2022-07-14 2022-07-15 2022-07-16 2022-07-17 2022-07-18
## 1       1554       1522       1500       1489       1421       1409       1386
##   2022-07-19 2022-07-20 2022-07-21 2022-07-22 2022-07-23 2022-07-24 2022-07-25
## 1       1378       1398       1388       1359       1332       1312       1298
##   2022-07-26 2022-07-27 2022-07-28
## 1       1257       1223       1257
## 
## $Growth.Rate
##                geo.loc 2020-01-24 2020-01-25 2020-01-26 2020-01-27 2020-01-28
## 1 UNITED ARAB EMIRATES        NaN        NaN        NaN        NaN        NaN
##   2020-01-29 2020-01-30 2020-01-31 2020-02-01 2020-02-02 2020-02-03 2020-02-04
## 1         NA          0        NaN        NaN         NA          0        NaN
##   2020-02-05 2020-02-06 2020-02-07 2020-02-08 2020-02-09 2020-02-10 2020-02-11
## 1        NaN        NaN        NaN         NA          0         NA          0
##   2020-02-12 2020-02-13 2020-02-14 2020-02-15 2020-02-16 2020-02-17 2020-02-18
## 1        NaN        NaN        NaN        NaN         NA          0        NaN
##   2020-02-19 2020-02-20 2020-02-21 2020-02-22 2020-02-23 2020-02-24 2020-02-25
## 1        NaN        NaN        NaN         NA          0        NaN        NaN
##   2020-02-26 2020-02-27 2020-02-28 2020-02-29 2020-03-01 2020-03-02 2020-03-03
## 1        NaN        NaN         NA  0.3333333          0        NaN         NA
##   2020-03-04 2020-03-05 2020-03-06 2020-03-07 2020-03-08 2020-03-09 2020-03-10
## 1          0         NA          0         NA          0        NaN         NA
##   2020-03-11 2020-03-12 2020-03-13 2020-03-14 2020-03-15 2020-03-16 2020-03-17
## 1          0         NA          0        NaN         NA          0        NaN
##   2020-03-18 2020-03-19 2020-03-20 2020-03-21 2020-03-22 2020-03-23 2020-03-24
## 1         NA        1.8          0         NA          0         NA   1.111111
##   2020-03-25 2020-03-26 2020-03-27 2020-03-28 2020-03-29 2020-03-30 2020-03-31
## 1        1.7          0         NA      0.875   1.619048  0.4019608   1.292683
##   2020-04-01 2020-04-02 2020-04-03 2020-04-04 2020-04-05 2020-04-06 2020-04-07
## 1   2.830189        1.4   1.142857   1.004167   1.219917  0.9421769   1.021661
##   2020-04-08 2020-04-09 2020-04-10 2020-04-11 2020-04-12 2020-04-13 2020-04-14
## 1   1.060071   1.103333   1.117825   1.016216   1.029255   1.028424   1.035176
##   2020-04-15 2020-04-16 2020-04-17 2020-04-18 2020-04-19 2020-04-20 2020-04-21
## 1   1.048544   1.064815   1.036957          0         NA   1.010438   1.012397
##   2020-04-22 2020-04-23 2020-04-24 2020-04-25 2020-04-26 2020-04-27 2020-04-28
## 1  0.9857143   1.072464   1.013514   1.013333   1.007519  0.9141791   1.104082
##   2020-04-29 2020-04-30 2020-05-01 2020-05-02 2020-05-03 2020-05-04 2020-05-05
## 1   1.014787   1.005464   1.009058   1.007181   1.005348   1.005319  0.8148148
##   2020-05-06 2020-05-07 2020-05-08 2020-05-09 2020-05-10 2020-05-11 2020-05-12
## 1   1.181818  0.9194139   1.101594   1.128391   1.251603  0.8706786   1.151471
##   2020-05-13 2020-05-14 2020-05-15 2020-05-16 2020-05-17 2020-05-18 2020-05-19
## 1  0.9259259  0.9627586   1.070201   1.065596  0.9183417   1.138167   1.049279
##   2020-05-20 2020-05-21 2020-05-22 2020-05-23 2020-05-24 2020-05-25 2020-05-26
## 1   1.077892  0.9500531   1.111857  0.8169014  0.9618227   1.052497  0.9476886
##   2020-05-27 2020-05-28 2020-05-29 2020-05-30 2020-05-31 2020-06-01 2020-06-02
## 1   1.133504  0.6375991   1.133215   1.137931  0.9104683  0.9606657  0.9385827
##   2020-06-03 2020-06-04 2020-06-05 2020-06-06 2020-06-07 2020-06-08 2020-06-09
## 1  0.9580537   1.154116  0.9468892   1.003205  0.8626198   1.051852  0.9295775
##   2020-06-10 2020-06-11 2020-06-12 2020-06-13 2020-06-14 2020-06-15 2020-06-16
## 1   1.142045  0.7943615   1.070981   0.957115  0.6191446      1.125   1.011696
##   2020-06-17 2020-06-18 2020-06-19 2020-06-20 2020-06-21 2020-06-22 2020-06-23
## 1   1.104046   1.015707   1.012887  0.9872774   1.010309  0.9642857   1.005291
##   2020-06-24 2020-06-25 2020-06-26 2020-06-27 2020-06-28 2020-06-29 2020-06-30
## 1   1.184211  0.9555556  0.9534884  0.9439024   1.129199    1.02746  0.9376392
##   2020-07-01 2020-07-02 2020-07-03 2020-07-04 2020-07-05 2020-07-06 2020-07-07
## 1  0.9548694  0.9950249       1.68   1.065476  0.9539106    0.77306   1.007576
##   2020-07-08 2020-07-09 2020-07-10 2020-07-11 2020-07-12 2020-07-13 2020-07-14
## 1  0.8364662   1.195506  0.8890977  0.8520085  0.9950372  0.8578554   1.090116
##   2020-07-15 2020-07-16 2020-07-17 2020-07-18 2020-07-19 2020-07-20 2020-07-21
## 1  0.7333333   1.021818   1.042705  0.9863481  0.7301038    1.28436   1.125461
##   2020-07-22 2020-07-23 2020-07-24 2020-07-25 2020-07-26 2020-07-27 2020-07-28
## 1  0.7737705   1.076271   1.027559   1.199234   1.121406  0.7521368   1.397727
##   2020-07-29 2020-07-30 2020-07-31 2020-08-01 2020-08-02 2020-08-03 2020-08-04
## 1    1.01626  0.8053333  0.9370861  0.8975265  0.9409449  0.6861925   1.152439
##   2020-08-05 2020-08-06 2020-08-07 2020-08-08 2020-08-09 2020-08-10 2020-08-11
## 1   1.343915  0.9409449  0.9037657   1.106481  0.9414226  0.7955556   1.463687
##   2020-08-12 2020-08-13 2020-08-14 2020-08-15 2020-08-16 2020-08-17 2020-08-18
## 1  0.9389313   1.126016   1.191336  0.8575758  0.7420495   1.090476   1.593886
##   2020-08-19 2020-08-20 2020-08-21 2020-08-22 2020-08-23 2020-08-24 2020-08-25
## 1   1.191781    1.05977  0.8481562   1.084399  0.9198113  0.7051282   1.232727
##   2020-08-26 2020-08-27 2020-08-28 2020-08-29 2020-08-30 2020-08-31 2020-09-01
## 1   1.176991   1.230576  0.7942974   1.094872  0.8477752   1.494475   1.060998
##   2020-09-02 2020-09-03 2020-09-04 2020-09-05 2020-09-06 2020-09-07 2020-09-08
## 1   1.280488  0.8353741  0.9967427   1.151961  0.7276596  0.9161793   1.370213
##   2020-09-09 2020-09-10 2020-09-11 2020-09-12 2020-09-13 2020-09-14 2020-09-15
## 1   1.371118   1.053228   1.001075   1.081633  0.6355511   1.214063  0.8674389
##   2020-09-16 2020-09-17 2020-09-18 2020-09-19 2020-09-20 2020-09-21 2020-09-22
## 1   1.249258  0.9334917   1.100509  0.9352601  0.8331273   1.007418   1.254786
##   2020-09-23 2020-09-24 2020-09-25 2020-09-26 2020-09-27 2020-09-28 2020-09-29
## 1   1.271127  0.9252078   1.005988   1.069444  0.7894249  0.7356052   1.589457
##   2020-09-30 2020-10-01 2020-10-02 2020-10-03 2020-10-04 2020-10-05 2020-10-06
## 1   1.105528   1.052727   1.019862   1.042337  0.8456539   0.895293   1.138412
##   2020-10-07 2020-10-08 2020-10-09 2020-10-10 2020-10-11 2020-10-12 2020-10-13
## 1  0.9858624   1.041109  0.9871442   1.050233  0.9707706  0.9708029   1.235902
##   2020-10-14 2020-10-15 2020-10-16 2020-10-17 2020-10-18 2020-10-19 2020-10-20
## 1   1.088213  0.9769392   1.010014   1.089235   0.789987  0.7530864   1.177049
##   2020-10-21 2020-10-22 2020-10-23 2020-10-24 2020-10-25 2020-10-26 2020-10-27
## 1   1.428041   1.026008  0.9904943  0.9539347  0.9114688  0.8175129   1.251125
##   2020-10-28 2020-10-29 2020-10-30 2020-10-31 2020-11-01 2020-11-02 2020-11-03
## 1   1.007194  0.9371429  0.8932927  0.9564846   1.140054  0.9655712  0.8168558
##   2020-11-04 2020-11-05 2020-11-06 2020-11-07 2020-11-08 2020-11-09 2020-11-10
## 1   1.151786    1.11025   1.002327  0.8831269  0.9737073   1.031503    0.95637
##   2020-11-11 2020-11-12 2020-11-13 2020-11-14 2020-11-15 2020-11-16 2020-11-17
## 1   1.107664  0.9357496   1.079225  0.9575856   1.030664  0.9991736   1.038048
##   2020-11-18 2020-11-19 2020-11-20 2020-11-21 2020-11-22 2020-11-23 2020-11-24
## 1   1.029482  0.8924149   1.100607  0.9944838  0.9548336  0.8838174   1.230047
##   2020-11-25 2020-11-26 2020-11-27 2020-11-28 2020-11-29 2020-11-30 2020-12-01
## 1  0.9900763   1.006168  0.9831418  0.9758379  0.9992013  0.8848921   1.164408
##   2020-12-02 2020-12-03 2020-12-04 2020-12-05 2020-12-06 2020-12-07 2020-12-08
## 1  0.9968968   1.024903  0.9954442  0.9260107  0.9497529  0.9956635   1.097561
##   2020-12-09 2020-12-10 2020-12-11 2020-12-12 2020-12-13 2020-12-14 2020-12-15
## 1   1.042063  0.9558264   0.952988  0.9648829   1.034662  0.9145729   1.122711
##   2020-12-16 2020-12-17 2020-12-18 2020-12-19 2020-12-20 2020-12-21 2020-12-22
## 1   1.042414   1.033646  0.9719909  0.9766355  0.9338118  0.9197267   1.138347
##   2020-12-23 2020-12-24 2020-12-25 2020-12-26 2020-12-27 2020-12-28 2020-12-29
## 1   1.016313   1.052167  0.9382151   0.997561  0.7693562   1.087924   1.466407
##   2020-12-30 2020-12-31 2021-01-01 2021-01-02 2021-01-03 2021-01-04 2021-01-05
## 1    1.14409   1.004063   1.072832   1.057651  0.8099847  0.9440252    1.31046
##   2021-01-06 2021-01-07 2021-01-08 2021-01-09 2021-01-10 2021-01-11 2021-01-12
## 1   1.050839   1.445573  0.9872825   1.016271  0.9593062  0.8358832   1.349002
##   2021-01-13 2021-01-14 2021-01-15 2021-01-16 2021-01-17 2021-01-18 2021-01-19
## 1   1.036694   1.005949   1.007392   1.007338   1.006119   1.005213   1.005762
##   2021-01-20 2021-01-21 2021-01-22 2021-01-23 2021-01-24 2021-01-25 2021-01-26
## 1   1.004297    1.00656   1.006517   1.003941   1.003646   1.003353   1.002785
##   2021-01-27 2021-01-28 2021-01-29 2021-01-30 2021-01-31 2021-02-01 2021-02-02
## 1   1.093863   1.006855  0.9989914  0.9204947  0.8083356  0.9260516   1.212454
##   2021-02-03 2021-02-04 2021-02-05 2021-02-06 2021-02-07 2021-02-08 2021-02-09
## 1   1.201511  0.8169474   1.000616    1.00769  0.9441392  0.9046233   1.182988
##   2021-02-10 2021-02-11 2021-02-12 2021-02-13 2021-02-14 2021-02-15 2021-02-16
## 1   1.069184  0.9960441   0.938156  0.7955851   1.203725  0.9861067   1.036183
##   2021-02-17 2021-02-18 2021-02-19 2021-02-20 2021-02-21 2021-02-22 2021-02-23
## 1   1.066749  0.9542294  0.9532483   1.005732  0.7124763  0.9355556   1.427553
##   2021-02-24 2021-02-25 2021-02-26 2021-02-27 2021-02-28 2021-03-01 2021-03-02
## 1    1.03228  0.9751773   1.156364  0.9817038  0.8532324   0.862116   1.077197
##   2021-03-03 2021-03-04 2021-03-05 2021-03-06 2021-03-07 2021-03-08 2021-03-09
## 1  0.9893422   1.018574    1.12035  0.9632161  0.8830686  0.9502488  0.9556988
##   2021-03-10 2021-03-11 2021-03-12 2021-03-13 2021-03-14 2021-03-15 2021-03-16
## 1  0.9287821  0.9469147   1.078103  0.9595556  0.9226494  0.9528112   1.063224
##   2021-03-17 2021-03-18 2021-03-19 2021-03-20 2021-03-21 2021-03-22 2021-03-23
## 1   1.016353   1.024378   1.028082  0.9319444  0.8529558   1.089691   1.160877
##   2021-03-24 2021-03-25 2021-03-26 2021-03-27 2021-03-28 2021-03-29 2021-03-30
## 1    1.01105  0.9303279   1.041605   1.082707  0.9236111  0.8806391   1.221451
##   2021-03-31 2021-04-01 2021-04-02 2021-04-03 2021-04-04 2021-04-05 2021-04-06
## 1  0.9104412   1.110845  0.9416847  0.9559633   1.013916  0.9522007  0.9880716
##   2021-04-07 2021-04-08 2021-04-09 2021-04-10 2021-04-11 2021-04-12 2021-04-13
## 1  0.9471831   1.121614  0.8877841   1.029867  0.9373382   1.065193   1.048755
##   2021-04-14 2021-04-15 2021-04-16 2021-04-17 2021-04-18 2021-04-19 2021-04-20
## 1  0.8892186   1.072303  0.9559129   1.062398  0.9856997  0.9341969   1.055463
##   2021-04-21 2021-04-22 2021-04-23 2021-04-24 2021-04-25 2021-04-26 2021-04-27
## 1   1.014714    1.07768  0.9481019   1.054232  0.8716346  0.9702151   1.190449
##   2021-04-28 2021-04-29 2021-04-30 2021-05-01 2021-05-02 2021-05-03 2021-05-04
## 1  0.8166189   1.146784   1.006629  0.8672746   1.078855  0.9593936  0.9588036
##   2021-05-05 2021-05-06 2021-05-07 2021-05-08 2021-05-09 2021-05-10 2021-05-11
## 1   1.150088  0.8822927   1.024362  0.9824462  0.9060519  0.9586514   1.071002
##   2021-05-12 2021-05-13 2021-05-14 2021-05-15 2021-05-16 2021-05-17 2021-05-18
## 1  0.9343247   1.002653  0.9603175  0.9097796  0.9470098  0.9824141    1.03336
##   2021-05-19 2021-05-20 2021-05-21 2021-05-22 2021-05-23 2021-05-24 2021-05-25
## 1   1.061417   1.039318   1.063526   1.071141  0.9968672  0.9503457    1.10582
##   2021-05-26 2021-05-27 2021-05-28 2021-05-29 2021-05-30 2021-05-31 2021-06-01
## 1   1.050837   1.233352   1.031841  0.8103757  0.9988962  0.9740331   1.116279
##   2021-06-02 2021-06-03 2021-06-04 2021-06-05 2021-06-06 2021-06-07 2021-06-08
## 1   1.094512  0.9233983   1.036702   1.061106  0.8564899    1.05016   1.120427
##   2021-06-09 2021-06-10 2021-06-11 2021-06-12 2021-06-13 2021-06-14 2021-06-15
## 1  0.9882086          0         NA  0.4748378  0.9274611  0.9329609   1.157866
##   2021-06-16 2021-06-17 2021-06-18 2021-06-19 2021-06-20 2021-06-21 2021-06-22
## 1  0.9454631   1.077573  0.8961698   1.085994   0.877193   1.061622    1.10336
##   2021-06-23 2021-06-24 2021-06-25 2021-06-26 2021-06-27 2021-06-28 2021-06-29
## 1  0.9173973   1.087022    1.02869   1.026541  0.9298861  0.9613572   1.070588
##   2021-06-30 2021-07-01 2021-07-02 2021-07-03 2021-07-04 2021-07-05 2021-07-06
## 1  0.7999084  0.9587865  0.9928358   0.981359  0.9797794  0.9837398  0.9866497
##   2021-07-07 2021-07-08 2021-07-09 2021-07-10 2021-07-11 2021-07-12 2021-07-13
## 1  0.9748711   1.017184  0.9935023  0.9941138  0.9986842    1.01581  0.9870298
##   2021-07-14 2021-07-15 2021-07-16 2021-07-17 2021-07-18 2021-07-19 2021-07-20
## 1   1.004599   1.007848  0.9928618   1.022876  0.9769968  0.9862655   1.021883
##   2021-07-21 2021-07-22 2021-07-23 2021-07-24 2021-07-25 2021-07-26 2021-07-27
## 1  0.9772875   1.027224  0.9831933  0.9907955   1.013935   1.013743  0.9935442
##   2021-07-28 2021-07-29 2021-07-30 2021-07-31 2021-08-01 2021-08-02 2021-08-03
## 1  0.9922027   1.015062  0.9806452   1.011184  0.9882889    1.01185   1.007157
##   2021-08-04 2021-08-05 2021-08-06 2021-08-07 2021-08-08 2021-08-09 2021-08-10
## 1  0.9812661  0.9927584   1.007958   1.016447  0.9126214  0.9368794   1.009841
##   2021-08-11 2021-08-12 2021-08-13 2021-08-14 2021-08-15 2021-08-16 2021-08-17
## 1  0.9647676   0.979021  0.9642857  0.9925926  0.9859038  0.9327166    1.00541
##   2021-08-18 2021-08-19 2021-08-20 2021-08-21 2021-08-22 2021-08-23 2021-08-24
## 1  0.9766816  0.9889807  0.9935005  0.9962617   1.009381  0.9851301  0.9339623
##   2021-08-25 2021-08-26 2021-08-27 2021-08-28 2021-08-29 2021-08-30 2021-08-31
## 1  0.9929293   1.008138   1.003027   1.004024   0.988978   1.006079   1.003021
##   2021-09-01 2021-09-02 2021-09-03 2021-09-04 2021-09-05 2021-09-06 2021-09-07
## 1  0.9889558  0.9898477   1.003077   1.006135  0.9867886   1.006179  0.9744115
##   2021-09-08 2021-09-09 2021-09-10 2021-09-11 2021-09-12 2021-09-13 2021-09-14
## 1      0.875  0.9267707  0.9637306  0.9744624  0.8551724   1.019355  0.9762658
##   2021-09-15 2021-09-16 2021-09-17 2021-09-18 2021-09-19 2021-09-20 2021-09-21
## 1  0.9854133  0.9276316  0.9237589  0.9040307  0.8301486  0.8005115   1.028754
##   2021-09-22 2021-09-23 2021-09-24 2021-09-25 2021-09-26 2021-09-27 2021-09-28
## 1  0.9875776   1.034591  0.9209726   1.059406  0.9283489  0.9597315  0.9685315
##   2021-09-29 2021-09-30 2021-10-01 2021-10-02 2021-10-03 2021-10-04 2021-10-05
## 1  0.9747292  0.9814815   1.041509  0.9275362    0.71875   1.027174  0.9312169
##   2021-10-06 2021-10-07 2021-10-08 2021-10-09 2021-10-10 2021-10-11 2021-10-12
## 1  0.8863636  0.9230769  0.9444444   1.073529   0.760274   1.117117   1.096774
##   2021-10-13 2021-10-14 2021-10-15 2021-10-16 2021-10-17 2021-10-18 2021-10-19
## 1  0.9264706  0.9206349  0.8965517   1.105769  0.8608696   1.050505   1.173077
##   2021-10-20 2021-10-21 2021-10-22 2021-10-23 2021-10-24 2021-10-25 2021-10-26
## 1  0.9180328  0.8392857  0.9361702  0.9545455   1.119048   1.031915  0.9278351
##   2021-10-27 2021-10-28 2021-10-29 2021-10-30 2021-10-31 2021-11-01 2021-11-02
## 1   1.055556  0.9263158  0.9318182   1.073171  0.9204545   0.962963  0.9487179
##   2021-11-03 2021-11-04 2021-11-05 2021-11-06 2021-11-07 2021-11-08 2021-11-09
## 1   1.067568  0.9240506    1.09589     0.9125  0.9589041  0.9714286   1.058824
##   2021-11-10 2021-11-11 2021-11-12 2021-11-13 2021-11-14 2021-11-15 2021-11-16
## 1   1.041667   1.093333  0.8780488   1.083333  0.8461538  0.9242424   1.114754
##   2021-11-17 2021-11-18 2021-11-19 2021-11-20 2021-11-21 2021-11-22 2021-11-23
## 1   1.088235  0.8918919   1.166667   1.025974  0.7974684   1.063492   1.044776
##   2021-11-24 2021-11-25 2021-11-26 2021-11-27 2021-11-28 2021-11-29 2021-11-30
## 1   1.042857   1.054795  0.9090909  0.9714286  0.8823529  0.9666667    1.12069
##   2021-12-01 2021-12-02 2021-12-03 2021-12-04 2021-12-05 2021-12-06 2021-12-07
## 1   1.046154          0         NA  0.9444444   2.235294  0.4210526   1.291667
##   2021-12-08 2021-12-09 2021-12-10 2021-12-11 2021-12-12 2021-12-13 2021-12-14
## 1   1.112903  0.8695652   1.233333   1.054054   1.064103   1.108434   1.195652
##   2021-12-15 2021-12-16 2021-12-17 2021-12-18 2021-12-19 2021-12-20 2021-12-21
## 1   1.345455   1.351351       1.17          0         NA  0.5462795   1.501661
##   2021-12-22 2021-12-23 2021-12-24 2021-12-25 2021-12-26 2021-12-27 2021-12-28
## 1   1.471239   1.506767   1.349301   1.198964   1.112276  0.9606212    1.06582
##   2021-12-29 2021-12-30 2021-12-31 2022-01-01 2022-01-02 2022-01-03 2022-01-04
## 1   1.210184   1.059087   1.025359   1.053586   1.017214  0.9673077   1.026243
##   2022-01-05 2022-01-06 2022-01-07 2022-01-08 2022-01-09 2022-01-10 2022-01-11
## 1   1.049206  0.9922452  0.9776703   1.010659   1.039171  0.9285973  0.9800937
##   2022-01-12 2022-01-13 2022-01-14 2022-01-15 2022-01-16 2022-01-17 2022-01-18
## 1   1.041816   1.025612   1.143496   1.015645  0.9842747   0.974568  0.9340917
##   2022-01-19 2022-01-20 2022-01-21 2022-01-22 2022-01-23 2022-01-24 2022-01-25
## 1   1.039398   1.038594   0.969144   1.033893   0.931457  0.9345894  0.9524534
##   2022-01-26 2022-01-27 2022-01-28 2022-01-29 2022-01-30 2022-01-31 2022-02-01
## 1  0.9460863    1.11355   0.964746  0.9253438  0.9728238   0.885203   1.027613
##   2022-02-02 2022-02-03 2022-02-04 2022-02-05 2022-02-06 2022-02-07 2022-02-08
## 1   1.037908     1.0319  0.9471326  0.9418165   1.012054  0.8456576    0.94777
##   2022-02-09 2022-02-10 2022-02-11 2022-02-12 2022-02-13 2022-02-14 2022-02-15
## 1   0.952322    1.03251  0.9282116  0.9464043  0.9075269  0.9407583  0.7808564
##   2022-02-16 2022-02-17 2022-02-18 2022-02-19 2022-02-20 2022-02-21 2022-02-22
## 1   1.029032  0.9352142  0.9854749  0.8956916  0.9177215   0.897931  0.9615975
##   2022-02-23 2022-02-24 2022-02-25 2022-02-26 2022-02-27 2022-02-28 2022-03-01
## 1   1.182109   1.056757  0.8900256  0.9252874  0.9658385  0.9726688  0.7900826
##   2022-03-02 2022-03-03 2022-03-04 2022-03-05 2022-03-06 2022-03-07 2022-03-08
## 1   1.085774  0.9672447  0.8904382   1.248322  0.7293907  0.9484029  0.8367876
##   2022-03-09 2022-03-10 2022-03-11 2022-03-12 2022-03-13 2022-03-14 2022-03-15
## 1   1.213622  0.9413265    1.03523  0.9240838  0.9008499  0.9308176  0.9459459
##   2022-03-16 2022-03-17 2022-03-18 2022-03-19 2022-03-20 2022-03-21 2022-03-22
## 1   1.135714   1.213836   0.857513   1.108761  0.9455041  0.9740634  0.9349112
##   2022-03-23 2022-03-24 2022-03-25 2022-03-26 2022-03-27 2022-03-28 2022-03-29
## 1   1.050633   1.174699  0.8923077  0.9798851  0.9237537  0.9079365   1.052448
##   2022-03-30 2022-03-31 2022-04-01 2022-04-02 2022-04-03 2022-04-04 2022-04-05
## 1  0.9568106   1.086806  0.9201278  0.9861111   1.049296   1.006711  0.8133333
##   2022-04-06 2022-04-07 2022-04-08 2022-04-09 2022-04-10 2022-04-11 2022-04-12
## 1  0.8811475  0.6651163   1.678322  0.9416667  0.9911504  0.9285714   1.038462
##   2022-04-13 2022-04-14 2022-04-15 2022-04-16 2022-04-17 2022-04-18 2022-04-19
## 1   1.560185  0.7596439  0.9335938   1.029289  0.8170732  0.9850746   1.156566
##   2022-04-20 2022-04-21 2022-04-22 2022-04-23 2022-04-24 2022-04-25 2022-04-26
## 1   1.087336  0.9277108   1.121212   1.007722  0.9348659  0.8811475  0.9627907
##   2022-04-27 2022-04-28 2022-04-29 2022-04-30 2022-05-01 2022-05-02 2022-05-03
## 1   1.024155    1.29717  0.9636364  0.9849057  0.9195402      0.925  0.9414414
##   2022-05-04 2022-05-05 2022-05-06 2022-05-07 2022-05-08 2022-05-09 2022-05-10
## 1  0.9521531  0.9849246   1.010204  0.9646465    1.17801   1.035556   1.201717
##   2022-05-11 2022-05-12 2022-05-13 2022-05-14 2022-05-15 2022-05-16 2022-05-17
## 1   1.114286   1.166667   1.013736  0.9539295  0.9176136  0.9876161  0.8808777
##   2022-05-18 2022-05-19 2022-05-20 2022-05-21 2022-05-22 2022-05-23 2022-05-24
## 1   1.060498   1.171141   1.037249   1.030387  0.9758713  0.8818681  0.9875389
##   2022-05-25 2022-05-26 2022-05-27 2022-05-28 2022-05-29 2022-05-30 2022-05-31
## 1   1.176656   1.058981   1.020253   1.066998  0.8651163    1.02957  0.9947781
##   2022-06-01 2022-06-02 2022-06-03 2022-06-04 2022-06-05 2022-06-06 2022-06-07
## 1   1.160105   1.300905   1.031304  0.8819562   1.141491  0.9698492  0.9879102
##   2022-06-08 2022-06-09 2022-06-10 2022-06-11 2022-06-12 2022-06-13 2022-06-14
## 1   1.515734   1.189158   1.051406   1.087638   1.059372   1.056045   1.028052
##   2022-06-15 2022-06-16 2022-06-17 2022-06-18 2022-06-19 2022-06-20 2022-06-21
## 1   1.028761   1.028674  0.9986063   1.021633   1.017077   1.028878   1.015666
##   2022-06-22 2022-06-23 2022-06-24 2022-06-25 2022-06-26 2022-06-27 2022-06-28
## 1   1.023136   1.018216   1.022209   1.021123    1.01773   1.012776    1.00344
##   2022-06-29 2022-06-30 2022-07-01 2022-07-02 2022-07-03 2022-07-04 2022-07-05
## 1   1.010857   1.005088   1.005624   1.004474   1.008909  0.9735099  0.9818594
##   2022-07-06 2022-07-07 2022-07-08 2022-07-09 2022-07-10 2022-07-11 2022-07-12
## 1  0.9757506  0.9988166  0.9869668  0.9657863  0.9894344  0.9949749  0.9810606
##   2022-07-13 2022-07-14 2022-07-15 2022-07-16 2022-07-17 2022-07-18 2022-07-19
## 1   0.979408  0.9855453  0.9926667  0.9543318  0.9915552  0.9836764   0.994228
##   2022-07-20 2022-07-21 2022-07-22 2022-07-23 2022-07-24 2022-07-25 2022-07-26
## 1   1.014514  0.9928469  0.9791066  0.9801325   0.984985  0.9893293  0.9684129
##   2022-07-27 2022-07-28 NA
## 1  0.9729515     1.0278 NA